DataFrame
NO COMPARISON TARGET
2919
ROWS
1
DUPLICATES
8.2 MB
RAM
80
FEATURES
54
CATEGORICAL
26
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MSSubClass
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.5
VAR
1,808
KURT.
1.46
SKEW
1.38
SUM
167k
2
MSZoning
VALUES:
2,915
(>99%)
MISSING:
4
(<1%)
DISTINCT:
5
(<1%)
3
LotFrontage
VALUES:
2,433
(83%)
MISSING:
486
(17%)
DISTINCT:
128
(4%)
ZEROES:
---
MAX
313
95%
107
Q3
80
AVG
69
MEDIAN
68
Q1
59
5%
32
MIN
21
RANGE
292
IQR
21.0
STD
23.3
VAR
545
KURT.
11.3
SKEW
1.50
SUM
169k
4
LotArea
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
1,951
(67%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
10k
MEDIAN
9k
Q1
7k
5%
3k
MIN
1k
RANGE
214k
IQR
4,092
STD
7,887
VAR
62.2M
KURT.
265
SKEW
12.8
SUM
29.7M
5
Street
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
Alley
VALUES:
198
(7%)
MISSING:
2,721
(93%)
DISTINCT:
2
(<1%)
7
LotShape
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
8
LandContour
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
Utilities
VALUES:
2,917
(>99%)
MISSING:
2
(<1%)
DISTINCT:
2
(<1%)
10
LotConfig
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
LandSlope
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Neighborhood
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
25
(<1%)
13
Condition1
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
14
Condition2
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
15
BldgType
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
HouseStyle
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
OverallQual
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
18
OverallCond
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
19
YearBuilt
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
118
(4%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,915
MIN
1,872
RANGE
138
IQR
47.5
STD
30.3
VAR
918
KURT.
-0.511
SKEW
-0.600
SUM
5.8M
20
YearRemodAdd
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
61
(2%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,993.0
AVG
1,984.3
Q1
1,965.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
39.0
STD
20.9
VAR
437
KURT.
-1.35
SKEW
-0.451
SUM
5.8M
21
RoofStyle
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
22
RoofMatl
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
23
Exterior1st
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
15
(<1%)
24
Exterior2nd
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
16
(<1%)
25
MasVnrType
VALUES:
2,895
(>99%)
MISSING:
24
(<1%)
DISTINCT:
4
(<1%)
26
MasVnrArea
VALUES:
2,896
(>99%)
MISSING:
23
(<1%)
DISTINCT:
444
(15%)
ZEROES:
1,738
(60%)
MAX
1,600
95%
466
Q3
164
AVG
102
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
164
STD
179
VAR
32,161
KURT.
9.25
SKEW
2.60
SUM
296k
27
ExterQual
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
28
ExterCond
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
Foundation
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
30
BsmtQual
VALUES:
2,838
(97%)
MISSING:
81
(3%)
DISTINCT:
4
(<1%)
31
BsmtCond
VALUES:
2,837
(97%)
MISSING:
82
(3%)
DISTINCT:
4
(<1%)
32
BsmtExposure
VALUES:
2,837
(97%)
MISSING:
82
(3%)
DISTINCT:
4
(<1%)
33
BsmtFinType1
VALUES:
2,840
(97%)
MISSING:
79
(3%)
DISTINCT:
6
(<1%)
34
BsmtFinSF1
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
991
(34%)
ZEROES:
929
(32%)
MAX
5,644
95%
1,274
Q3
733
AVG
441
MEDIAN
368
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
733
STD
456
VAR
208k
KURT.
6.90
SKEW
1.43
SUM
1.3M
35
BsmtFinType2
VALUES:
2,839
(97%)
MISSING:
80
(3%)
DISTINCT:
6
(<1%)
36
BsmtFinSF2
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
272
(9%)
ZEROES:
2,571
(88%)
MAX
1,526
95%
435
Q3
0
AVG
50
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,526
IQR
0.00
STD
169
VAR
28,631
KURT.
18.8
SKEW
4.15
SUM
145k
37
BsmtUnfSF
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
1,135
(39%)
ZEROES:
241
(8%)
MAX
2,336
95%
1,475
Q3
806
AVG
561
MEDIAN
467
Q1
220
5%
0
MIN
0
RANGE
2,336
IQR
586
STD
440
VAR
193k
KURT.
0.404
SKEW
0.920
SUM
1.6M
38
TotalBsmtSF
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
1,058
(36%)
ZEROES:
78
(3%)
MAX
6,110
95%
1,776
Q3
1,302
AVG
1,052
MEDIAN
990
Q1
793
5%
455
MIN
0
RANGE
6,110
IQR
509
STD
441
VAR
194k
KURT.
9.15
SKEW
1.16
SUM
3.1M
39
Heating
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
40
HeatingQC
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
CentralAir
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Electrical
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
5
(<1%)
43
1stFlrSF
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
1,083
(37%)
ZEROES:
---
MAX
5,095
95%
1,830
Q3
1,388
AVG
1,160
MEDIAN
1,082
Q1
876
5%
666
MIN
334
RANGE
4,761
IQR
512
STD
392
VAR
154k
KURT.
6.96
SKEW
1.47
SUM
3.4M
44
2ndFlrSF
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
635
(22%)
ZEROES:
1,668
(57%)
MAX
2,065
95%
1,131
Q3
704
AVG
336
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
704
STD
429
VAR
184k
KURT.
-0.422
SKEW
0.862
SUM
982k
45
LowQualFinSF
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
36
(1%)
ZEROES:
2,879
(99%)
MAX
1,064
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,064
IQR
0.00
STD
46.4
VAR
2,153
KURT.
175
SKEW
12.1
SUM
13,703
46
GrLivArea
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
1,292
(44%)
ZEROES:
---
MAX
5,642
95%
2,464
Q3
1,744
AVG
1,501
MEDIAN
1,444
Q1
1,126
5%
861
MIN
334
RANGE
5,308
IQR
618
STD
506
VAR
256k
KURT.
4.12
SKEW
1.27
SUM
4.4M
47
BsmtFullBath
VALUES:
2,917
(>99%)
MISSING:
2
(<1%)
DISTINCT:
4
(<1%)
48
BsmtHalfBath
VALUES:
2,917
(>99%)
MISSING:
2
(<1%)
DISTINCT:
3
(<1%)
49
FullBath
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
50
HalfBath
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
51
BedroomAbvGr
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
52
KitchenAbvGr
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
53
KitchenQual
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
4
(<1%)
54
TotRmsAbvGrd
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
---
MAX
15.0
95%
9.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
13.0
IQR
2.00
STD
1.57
VAR
2.46
KURT.
1.17
SKEW
0.759
SUM
18,832
55
Functional
VALUES:
2,917
(>99%)
MISSING:
2
(<1%)
DISTINCT:
7
(<1%)
56
Fireplaces
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
57
FireplaceQu
VALUES:
1,499
(51%)
MISSING:
1,420
(49%)
DISTINCT:
5
(<1%)
58
GarageType
VALUES:
2,762
(95%)
MISSING:
157
(5%)
DISTINCT:
6
(<1%)
59
GarageYrBlt
VALUES:
2,760
(95%)
MISSING:
159
(5%)
DISTINCT:
103
(4%)
ZEROES:
---
MAX
2,207
95%
2,007
Q3
2,002
MEDIAN
1,979
AVG
1,978
Q1
1,960
5%
1,928
MIN
1,895
RANGE
312
IQR
42.0
STD
25.6
VAR
654
KURT.
1.81
SKEW
-0.382
SUM
5.5M
60
GarageFinish
VALUES:
2,760
(95%)
MISSING:
159
(5%)
DISTINCT:
3
(<1%)
61
GarageCars
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
6
(<1%)
62
GarageArea
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
603
(21%)
ZEROES:
157
(5%)
MAX
1,488
95%
856
Q3
576
MEDIAN
480
AVG
473
Q1
320
5%
0
MIN
0
RANGE
1,488
IQR
256
STD
215
VAR
46,395
KURT.
0.940
SKEW
0.241
SUM
1.4M
63
GarageQual
VALUES:
2,760
(95%)
MISSING:
159
(5%)
DISTINCT:
5
(<1%)
64
GarageCond
VALUES:
2,760
(95%)
MISSING:
159
(5%)
DISTINCT:
5
(<1%)
65
PavedDrive
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
66
WoodDeckSF
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
379
(13%)
ZEROES:
1,523
(52%)
MAX
1,424
95%
328
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,424
IQR
168
STD
127
VAR
16,009
KURT.
6.74
SKEW
1.84
SUM
274k
67
OpenPorchSF
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
252
(9%)
ZEROES:
1,298
(44%)
MAX
742
95%
183
Q3
70
AVG
47
MEDIAN
26
Q1
0
5%
0
MIN
0
RANGE
742
IQR
70.0
STD
67.6
VAR
4,566
KURT.
10.9
SKEW
2.54
SUM
139k
68
EnclosedPorch
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
183
(6%)
ZEROES:
2,460
(84%)
MAX
1,012
95%
176
Q3
0
AVG
23
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,012
IQR
0.00
STD
64.2
VAR
4,127
KURT.
28.4
SKEW
4.01
SUM
67,424
69
3SsnPorch
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
31
(1%)
ZEROES:
2,882
(99%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
25.2
VAR
634
KURT.
149
SKEW
11.4
SUM
7,596
70
ScreenPorch
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
121
(4%)
ZEROES:
2,663
(91%)
MAX
576
95%
161
Q3
0
AVG
16
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
576
IQR
0.00
STD
56.2
VAR
3,157
KURT.
17.8
SKEW
3.95
SUM
46,886
71
PoolArea
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
2,906
(>99%)
MAX
800
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
800
IQR
0.00
STD
35.7
VAR
1,272
KURT.
299
SKEW
16.9
SUM
6,573
72
PoolQC
VALUES:
10
(<1%)
MISSING:
2,909
(>99%)
DISTINCT:
3
(<1%)
73
Fence
VALUES:
571
(20%)
MISSING:
2,348
(80%)
DISTINCT:
4
(<1%)
74
MiscFeature
VALUES:
105
(4%)
MISSING:
2,814
(96%)
DISTINCT:
4
(<1%)
75
MiscVal
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
38
(1%)
ZEROES:
2,816
(96%)
MAX
17,000
95%
0
Q3
0
AVG
51
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
17,000
IQR
0.00
STD
567
VAR
322k
KURT.
564
SKEW
22.0
SUM
148k
76
MoSold
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.2
MEDIAN
6.0
Q1
4.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
4.00
STD
2.71
VAR
7.37
KURT.
-0.454
SKEW
0.196
SUM
18,136
77
YrSold
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
78
SaleType
VALUES:
2,918
(>99%)
MISSING:
1
(<1%)
DISTINCT:
9
(<1%)
79
SaleCondition
VALUES:
2,919
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
80
SalePrice
VALUES:
1,314
(45%)
MISSING:
1,605
(55%)
DISTINCT:
618
(21%)
ZEROES:
---
MAX
745k
95%
327k
Q3
214k
AVG
181k
MEDIAN
163k
Q1
130k
5%
90k
MIN
35k
RANGE
710k
IQR
84,375
STD
78,402
VAR
6.1B
KURT.
5.43
SKEW
1.75
SUM
238.2M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.42
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.22
LotArea
-0.20
BsmtUnfSF
-0.13
GarageArea
-0.10
SalePrice
-0.09
GarageYrBlt
0.09
BsmtFinSF2
-0.07
GrLivArea
0.07
BsmtFinSF1
-0.06
ScreenPorch
-0.05
YearRemodAdd
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.53
HouseStyle
0.50
MSZoning
0.35
KitchenAbvGr
0.27
Exterior2nd
0.25
BedroomAbvGr
0.23
Exterior1st
0.22
GarageType
0.20
GarageCars
0.19
Alley
0.19
HalfBath
0.18
OverallQual
0.16
BsmtQual
0.16
MOST FREQUENT VALUES
20
1,079
37.0%
60
575
19.7%
50
287
9.8%
120
182
6.2%
30
139
4.8%
70
128
4.4%
160
128
4.4%
80
118
4.0%
90
109
3.7%
190
61
2.1%
85
48
1.6%
75
23
0.8%
45
18
0.6%
180
17
0.6%
40
6
0.2%
SMALLEST VALUES
20
1,079
37.0%
30
139
4.8%
40
6
0.2%
45
18
0.6%
50
287
9.8%
60
575
19.7%
70
128
4.4%
75
23
0.8%
80
118
4.0%
85
48
1.6%
90
109
3.7%
120
182
6.2%
150
1
<0.1%
160
128
4.4%
180
17
0.6%
LARGEST VALUES
190
61
2.1%
180
17
0.6%
160
128
4.4%
150
1
<0.1%
120
182
6.2%
90
109
3.7%
85
48
1.6%
80
118
4.0%
75
23
0.8%
70
128
4.4%
60
575
19.7%
50
287
9.8%
45
18
0.6%
40
6
0.2%
30
139
4.8%
MSZoning
MISSING:
4
(<1%)
TOP CATEGORIES
RL
2,265
78%
RM
460
16%
FV
139
5%
RH
26
<1%
C (all)
25
<1%
ALL
2,915
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.29
Street
0.27
Utilities
0.23
Neighborhood
0.17
PavedDrive
0.13
CentralAir
0.11
Foundation
0.10
BldgType
0.09
GarageType
0.09
ExterQual
0.08
GarageQual
0.08
GarageCond
0.08
Heating
0.07
BsmtQual
0.07

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.69
Foundation
0.14
Exterior1st
0.14
Exterior2nd
0.13
GarageType
0.13
Alley
0.12
OverallQual
0.11
BsmtQual
0.11
GarageFinish
0.10
ExterQual
0.10
GarageCars
0.09
OverallCond
0.09
BldgType
0.08
HouseStyle
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.50
MSSubClass
0.35
1stFlrSF
0.31
YearRemodAdd
0.30
GarageArea
0.29
TotalBsmtSF
0.29
LotArea
0.26
GarageYrBlt
0.22
EnclosedPorch
0.21
OpenPorchSF
0.21
BsmtFinSF1
0.21
WoodDeckSF
0.18
GrLivArea
0.17
TotRmsAbvGrd
0.14
LotFrontage
MISSING:
486
(17%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.49
1stFlrSF
0.46
MSSubClass
-0.42
GrLivArea
0.38
GarageArea
0.36
TotalBsmtSF
0.35
SalePrice
0.35
TotRmsAbvGrd
0.35
MasVnrArea
0.22
BsmtFinSF1
0.22
PoolArea
0.17
OpenPorchSF
0.16
YearBuilt
0.12
WoodDeckSF
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.31
BldgType
0.28
LotConfig
0.24
GarageCars
0.23
OverallQual
0.23
BsmtQual
0.19
LotShape
0.19
KitchenQual
0.18
SaleCondition
0.17
SaleType
0.17
FireplaceQu
0.16
ExterQual
0.16
RoofMatl
0.16
Exterior2nd
0.15
MOST FREQUENT VALUES
60.0
276
11.3%
80.0
137
5.6%
70.0
133
5.5%
50.0
117
4.8%
75.0
105
4.3%
65.0
93
3.8%
85.0
76
3.1%
21.0
50
2.1%
24.0
49
2.0%
63.0
47
1.9%
90.0
46
1.9%
78.0
46
1.9%
68.0
44
1.8%
64.0
43
1.8%
72.0
39
1.6%
SMALLEST VALUES
21.0
50
2.1%
22.0
1
<0.1%
24.0
49
2.0%
25.0
1
<0.1%
26.0
3
0.1%
28.0
1
<0.1%
30.0
11
0.5%
31.0
1
<0.1%
32.0
8
0.3%
33.0
3
0.1%
34.0
16
0.7%
35.0
19
0.8%
36.0
8
0.3%
37.0
7
0.3%
38.0
4
0.2%
LARGEST VALUES
313.0
2
<0.1%
200.0
1
<0.1%
195.0
1
<0.1%
182.0
1
<0.1%
174.0
2
<0.1%
168.0
1
<0.1%
160.0
3
0.1%
155.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
2
<0.1%
149.0
2
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
2
<0.1%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.49
1stFlrSF
0.33
GrLivArea
0.28
SalePrice
0.28
TotalBsmtSF
0.25
TotRmsAbvGrd
0.21
GarageArea
0.21
MSSubClass
-0.20
BsmtFinSF1
0.19
WoodDeckSF
0.16
MasVnrArea
0.13
OpenPorchSF
0.10
PoolArea
0.09
BsmtFinSF2
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.47
Neighborhood
0.39
LotShape
0.32
LandContour
0.32
Fireplaces
0.29
BldgType
0.28
MSZoning
0.26
BsmtExposure
0.23
RoofMatl
0.21
BsmtFullBath
0.21
FireplaceQu
0.19
LotConfig
0.19
GarageCars
0.18
Exterior2nd
0.18
MOST FREQUENT VALUES
9600
44
1.5%
7200
43
1.5%
6000
34
1.2%
9000
29
1.0%
10800
25
0.9%
7500
21
0.7%
8400
21
0.7%
1680
18
0.6%
6240
18
0.6%
6120
17
0.6%
7000
13
0.4%
9100
12
0.4%
9750
12
0.4%
8125
12
0.4%
10400
11
0.4%
SMALLEST VALUES
1300
1
<0.1%
1470
1
<0.1%
1476
1
<0.1%
1477
2
<0.1%
1484
1
<0.1%
1488
1
<0.1%
1491
1
<0.1%
1495
1
<0.1%
1504
1
<0.1%
1526
2
<0.1%
1533
4
0.1%
1596
2
<0.1%
1612
1
<0.1%
1680
18
0.6%
1700
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
56600
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
51974
1
<0.1%
50271
1
<0.1%
50102
1
<0.1%
47280
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
2,907
>99%
Grvl
12
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
Utilities
0.16
MSZoning
0.01
LandSlope
0.01
PavedDrive
0.01
MiscFeature
0.01
ExterQual
0.01
LandContour
0.01
CentralAir
0.01
SaleCondition
0.00
Condition1
0.00
Neighborhood
0.00
SaleType
0.00
KitchenQual
0.00
GarageType
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.37
MSZoning
0.27
ExterQual
0.20
OverallQual
0.13
SaleCondition
0.12
GarageType
0.12
PavedDrive
0.12
KitchenQual
0.11
Exterior1st
0.11
Exterior2nd
0.10
LandContour
0.09
Condition1
0.09
Foundation
0.08
FullBath
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.13
YearRemodAdd
0.08
YearBuilt
0.06
GrLivArea
0.06
TotRmsAbvGrd
0.05
EnclosedPorch
0.04
2ndFlrSF
0.04
GarageYrBlt
0.03
TotalBsmtSF
0.03
1stFlrSF
0.03
LotFrontage
0.03
MasVnrArea
0.02
SalePrice
0.02
BsmtUnfSF
0.02
Alley
MISSING:
2,721
(93%)
TOP CATEGORIES
Grvl
120
61%
Pave
78
39%
ALL
198
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.12
PavedDrive
0.05
Neighborhood
0.04
GarageType
0.04
Heating
0.04
CentralAir
0.04
BldgType
0.03
Foundation
0.03
Electrical
0.03
GarageCond
0.03
GarageQual
0.03
BsmtQual
0.02
GarageFinish
0.02
Exterior1st
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.44
MSZoning
0.29
GarageType
0.15
Exterior2nd
0.13
Exterior1st
0.13
Foundation
0.12
GarageFinish
0.09
BsmtQual
0.08
BsmtFinType1
0.08
BldgType
0.08
HouseStyle
0.07
OverallCond
0.06
PavedDrive
0.06
MasVnrType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.35
EnclosedPorch
0.19
MSSubClass
0.19
BsmtFinSF1
0.15
YearRemodAdd
0.15
1stFlrSF
0.14
TotalBsmtSF
0.13
OpenPorchSF
0.12
WoodDeckSF
0.11
GarageArea
0.11
GarageYrBlt
0.11
MasVnrArea
0.11
2ndFlrSF
0.11
LotArea
0.10
LotShape
MISSING:
---
TOP CATEGORIES
Reg
1,859
64%
IR1
968
33%
IR2
76
3%
IR3
16
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
LotConfig
0.09
MSZoning
0.06
PoolQC
0.05
RoofMatl
0.05
Utilities
0.05
GarageType
0.04
PavedDrive
0.04
LandContour
0.04
Neighborhood
0.04
BsmtQual
0.04
Condition2
0.04
Alley
0.04
CentralAir
0.04
GarageQual
0.04

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.16
LotConfig
0.09
GarageType
0.06
BsmtQual
0.06
GarageFinish
0.06
MSZoning
0.06
OverallQual
0.05
GarageCars
0.05
Foundation
0.04
Exterior2nd
0.04
FullBath
0.03
Exterior1st
0.03
FireplaceQu
0.03
ExterQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.32
YearBuilt
0.29
GrLivArea
0.22
TotalBsmtSF
0.21
GarageArea
0.21
YearRemodAdd
0.21
1stFlrSF
0.21
LotFrontage
0.19
WoodDeckSF
0.18
BsmtFinSF1
0.18
TotRmsAbvGrd
0.14
MasVnrArea
0.13
GarageYrBlt
0.12
SalePrice
0.12
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
2,622
90%
HLS
120
4%
Bnk
117
4%
Low
60
2%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
RoofMatl
0.12
PoolQC
0.09
Street
0.09
Utilities
0.08
Condition2
0.07
Neighborhood
0.04
BsmtExposure
0.03
CentralAir
0.03
LotShape
0.02
ExterQual
0.02
RoofStyle
0.02
BsmtQual
0.02
MSZoning
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.27
LandSlope
0.18
BsmtExposure
0.08
OverallQual
0.06
Exterior2nd
0.05
Exterior1st
0.05
BsmtQual
0.04
ExterQual
0.04
LotShape
0.04
GarageFinish
0.04
Foundation
0.04
HouseStyle
0.03
FireplaceQu
0.03
BsmtFinType1
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.32
YearBuilt
0.21
WoodDeckSF
0.14
BsmtFinSF1
0.14
YearRemodAdd
0.13
GarageArea
0.12
LowQualFinSF
0.12
1stFlrSF
0.11
TotalBsmtSF
0.11
TotRmsAbvGrd
0.10
GrLivArea
0.09
BsmtUnfSF
0.09
LotFrontage
0.08
MasVnrArea
0.08
Utilities
MISSING:
2
(<1%)
TOP CATEGORIES
AllPub
2,916
>99%
NoSeWa
1
<1%
ALL
2,917
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
Street
0.05
Electrical
0.01
Functional
0.01
BsmtHalfBath
0.00
SaleType
0.00
MiscFeature
0.00
BsmtFinType2
0.00
MSZoning
0.00
OverallCond
0.00
LotConfig
0.00
CentralAir
0.00
ExterCond
0.00
BsmtCond
0.00
ExterQual
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
OverallCond
0.37
Neighborhood
0.34
Electrical
0.32
SaleType
0.27
OverallQual
0.27
Exterior2nd
0.26
Functional
0.24
Exterior1st
0.23
MSZoning
0.23
BsmtFinType2
0.22
LotConfig
0.21
GarageType
0.19
BsmtFinType1
0.18
HouseStyle
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.07
LotArea
0.06
MasVnrArea
0.05
YearRemodAdd
0.05
MoSold
0.04
YearBuilt
0.04
BsmtFinSF2
0.03
LotFrontage
0.03
BsmtFinSF1
0.03
MSSubClass
0.03
2ndFlrSF
0.03
OpenPorchSF
0.02
SalePrice
0.02
EnclosedPorch
0.02
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
2,133
73%
Corner
511
18%
CulDSac
176
6%
FR2
85
3%
FR3
14
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.21
LotShape
0.09
PoolQC
0.07
Condition2
0.07
RoofMatl
0.06
Condition1
0.04
BldgType
0.03
Alley
0.03
Heating
0.02
MSZoning
0.02
Neighborhood
0.02
LandSlope
0.02
CentralAir
0.02
GarageCond
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.07
Condition1
0.03
Exterior2nd
0.03
BldgType
0.02
BsmtQual
0.02
MSZoning
0.02
Exterior1st
0.02
GarageType
0.02
BsmtFinType1
0.02
GarageCars
0.01
HouseStyle
0.01
FireplaceQu
0.01
Foundation
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.15
GarageArea
0.11
1stFlrSF
0.11
GrLivArea
0.10
MSSubClass
0.10
BsmtFinSF1
0.10
WoodDeckSF
0.10
YearRemodAdd
0.10
SalePrice
0.09
TotalBsmtSF
0.08
BsmtUnfSF
0.07
EnclosedPorch
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
2,778
95%
Mod
125
4%
Sev
16
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
LandContour
0.18
RoofMatl
0.11
Street
0.07
BsmtExposure
0.02
Heating
0.02
PoolQC
0.02
RoofStyle
0.02
Neighborhood
0.01
Functional
0.01
Fireplaces
0.01
BsmtFullBath
0.01
BsmtHalfBath
0.01
LotShape
0.01
Condition2
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.19
BsmtExposure
0.13
Exterior1st
0.06
Exterior2nd
0.05
RoofMatl
0.05
Fireplaces
0.05
RoofStyle
0.05
BedroomAbvGr
0.04
OverallQual
0.04
BsmtFullBath
0.03
LotShape
0.03
GarageType
0.02
BsmtFinType1
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.47
BsmtFinSF1
0.12
BsmtUnfSF
0.11
BsmtFinSF2
0.10
WoodDeckSF
0.09
ScreenPorch
0.07
1stFlrSF
0.07
SalePrice
0.05
TotRmsAbvGrd
0.05
LotFrontage
0.05
TotalBsmtSF
0.05
YearRemodAdd
0.05
YearBuilt
0.04
2ndFlrSF
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
443
15%
CollgCr
267
9%
OldTown
239
8%
Edwards
194
7%
Somerst
182
6%
NridgHt
166
6%
Gilbert
165
6%
Sawyer
151
5%
NWAmes
131
4%
SawyerW
125
4%
Mitchel
114
4%
BrkSide
108
4%
Crawfor
103
4%
IDOTRR
93
3%
Timber
72
2%
NoRidge
71
2%
StoneBr
51
2%
(Other)
244
8%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.69
Alley
0.44
Foundation
0.44
ExterQual
0.43
BsmtQual
0.41
Street
0.37
BldgType
0.35
Utilities
0.34
PavedDrive
0.31
FullBath
0.30
KitchenQual
0.30
GarageCars
0.29
Condition2
0.29
GarageType
0.28

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.18
Exterior1st
0.18
MSZoning
0.17
OverallQual
0.17
BsmtQual
0.16
Foundation
0.16
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
GarageFinish
0.10
BsmtFinType1
0.10
KitchenQual
0.10
HouseStyle
0.10
OverallCond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.88
YearRemodAdd
0.65
GarageArea
0.58
TotalBsmtSF
0.54
1stFlrSF
0.54
MasVnrArea
0.53
GrLivArea
0.53
MSSubClass
0.53
2ndFlrSF
0.45
LotArea
0.39
TotRmsAbvGrd
0.39
BsmtFinSF1
0.38
EnclosedPorch
0.36
GarageYrBlt
0.35
Condition1
MISSING:
---
TOP CATEGORIES
Norm
2,511
86%
Feedr
164
6%
Artery
92
3%
RRAn
50
2%
PosN
39
1%
RRAe
28
<1%
PosA
20
<1%
RRNn
9
<1%
RRNe
6
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
Street
0.09
RoofMatl
0.08
PoolQC
0.07
Utilities
0.07
Neighborhood
0.05
PavedDrive
0.04
BsmtQual
0.03
BldgType
0.03
LotConfig
0.03
Alley
0.03
KitchenAbvGr
0.03
Electrical
0.03
MSZoning
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.22
BsmtQual
0.06
Exterior1st
0.06
Exterior2nd
0.06
OverallQual
0.06
Condition2
0.05
GarageType
0.05
GarageFinish
0.04
LotConfig
0.04
ExterQual
0.04
HouseStyle
0.04
Foundation
0.04
BldgType
0.04
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.27
YearRemodAdd
0.18
1stFlrSF
0.16
GrLivArea
0.14
TotalBsmtSF
0.14
GarageArea
0.13
MasVnrArea
0.13
EnclosedPorch
0.13
LotFrontage
0.11
BsmtFinSF1
0.11
GarageYrBlt
0.11
TotRmsAbvGrd
0.10
WoodDeckSF
0.10
3SsnPorch
0.09
Condition2
MISSING:
---
TOP CATEGORIES
Norm
2,889
99%
Feedr
13
<1%
Artery
5
<1%
PosN
4
<1%
PosA
4
<1%
RRNn
2
<1%
RRAn
1
<1%
RRAe
1
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.05
MiscFeature
0.02
KitchenAbvGr
0.02
ExterQual
0.02
LandContour
0.01
RoofStyle
0.01
KitchenQual
0.01
OverallQual
0.01
GarageQual
0.01
BsmtQual
0.01
BldgType
0.01
Neighborhood
0.01
GarageType
0.01
Fireplaces
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
Neighborhood
0.29
OverallQual
0.21
ExterQual
0.18
BsmtQual
0.13
KitchenQual
0.13
FireplaceQu
0.11
OverallCond
0.11
Exterior1st
0.11
Exterior2nd
0.10
GarageType
0.10
BsmtFinType1
0.10
BsmtExposure
0.09
RoofStyle
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.27
1stFlrSF
0.15
TotalBsmtSF
0.14
GrLivArea
0.12
BsmtFinSF1
0.12
GarageArea
0.10
YearBuilt
0.10
TotRmsAbvGrd
0.10
OpenPorchSF
0.10
MasVnrArea
0.10
LotFrontage
0.08
YearRemodAdd
0.07
LowQualFinSF
0.07
BsmtUnfSF
0.07
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
2,425
83%
TwnhsE
227
8%
Duplex
109
4%
Twnhs
96
3%
2fmCon
62
2%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.73
BedroomAbvGr
0.10
CentralAir
0.10
MSZoning
0.08
Heating
0.08
Neighborhood
0.08
Alley
0.08
Condition2
0.07
GarageCond
0.06
ExterQual
0.06
GarageQual
0.06
BsmtQual
0.06
BsmtCond
0.05
HalfBath
0.05

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.35
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.12
Exterior1st
0.10
BsmtQual
0.09
MSZoning
0.09
OverallQual
0.08
GarageFinish
0.08
Foundation
0.08
GarageType
0.08
GarageCars
0.08
ExterQual
0.08
HouseStyle
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
TotRmsAbvGrd
0.32
YearBuilt
0.31
LotFrontage
0.28
LotArea
0.28
GarageYrBlt
0.26
YearRemodAdd
0.23
1stFlrSF
0.22
TotalBsmtSF
0.15
EnclosedPorch
0.15
GarageArea
0.15
2ndFlrSF
0.14
GrLivArea
0.14
OpenPorchSF
0.11
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
1,471
50%
2Story
872
30%
1.5Fin
314
11%
SLvl
128
4%
SFoyer
83
3%
2.5Unf
24
<1%
1.5Unf
19
<1%
2.5Fin
8
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
HalfBath
0.32
Utilities
0.18
PoolQC
0.13
GarageType
0.12
BedroomAbvGr
0.11
Foundation
0.10
Neighborhood
0.10
Heating
0.10
FullBath
0.09
Condition2
0.08
MSZoning
0.08
BsmtQual
0.08
BsmtExposure
0.08
Alley
0.07

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.22
HalfBath
0.17
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.08
Foundation
0.08
Exterior1st
0.08
OverallQual
0.08
BsmtQual
0.07
BsmtExposure
0.07
BsmtFinType1
0.06
FullBath
0.06
GarageFinish
0.06
GarageCars
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.91
GrLivArea
0.53
TotRmsAbvGrd
0.50
MSSubClass
0.50
YearBuilt
0.48
LowQualFinSF
0.47
1stFlrSF
0.41
TotalBsmtSF
0.36
YearRemodAdd
0.32
BsmtFinSF1
0.27
BsmtUnfSF
0.25
GarageArea
0.23
OpenPorchSF
0.22
EnclosedPorch
0.22
OverallQual
MISSING:
---
TOP CATEGORIES
5
825
28%
6
731
25%
7
600
21%
8
342
12%
4
226
8%
9
107
4%
3
40
1%
10
31
1%
2
13
<1%
1
4
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.47
KitchenQual
0.34
BsmtQual
0.30
Utilities
0.27
GarageCars
0.25
FullBath
0.25
PoolQC
0.22
Foundation
0.21
Condition2
0.21
CentralAir
0.19
Neighborhood
0.17
GarageFinish
0.16
GarageCond
0.16
SaleType
0.15

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.28
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.16
Foundation
0.13
FullBath
0.11
GarageFinish
0.11
BsmtFinType1
0.11
Exterior2nd
0.11
Exterior1st
0.11
FireplaceQu
0.09
GarageType
0.09
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
YearBuilt
0.61
GrLivArea
0.59
TotalBsmtSF
0.59
YearRemodAdd
0.59
GarageArea
0.58
1stFlrSF
0.54
MasVnrArea
0.49
TotRmsAbvGrd
0.40
BsmtFinSF1
0.36
GarageYrBlt
0.32
OpenPorchSF
0.31
2ndFlrSF
0.30
BsmtUnfSF
0.29
SalePrice
0.28
OverallCond
MISSING:
---
TOP CATEGORIES
5
1,645
56%
6
531
18%
7
390
13%
8
144
5%
4
101
3%
3
50
2%
9
41
1%
2
10
<1%
1
7
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Utilities
0.37
ExterCond
0.19
ExterQual
0.16
Foundation
0.16
BsmtQual
0.15
Heating
0.12
FullBath
0.11
PavedDrive
0.11
CentralAir
0.11
Condition2
0.11
SaleType
0.10
GarageCars
0.09
OverallQual
0.09
KitchenQual
0.09

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.19
Foundation
0.13
BsmtQual
0.13
OverallQual
0.12
ExterQual
0.10
Exterior1st
0.10
Exterior2nd
0.10
GarageCars
0.08
GarageFinish
0.07
FullBath
0.07
ExterCond
0.07
BsmtFinType1
0.07
KitchenQual
0.07
GarageType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
YearRemodAdd
0.43
GarageArea
0.34
TotalBsmtSF
0.29
GrLivArea
0.24
GarageYrBlt
0.23
1stFlrSF
0.22
MasVnrArea
0.22
BsmtUnfSF
0.19
EnclosedPorch
0.19
OpenPorchSF
0.17
TotRmsAbvGrd
0.16
BsmtFinSF1
0.16
SalePrice
0.13
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.83
YearRemodAdd
0.61
SalePrice
0.52
GarageArea
0.48
TotalBsmtSF
0.41
EnclosedPorch
-0.37
MasVnrArea
0.31
1stFlrSF
0.31
BsmtFinSF1
0.28
GrLivArea
0.24
WoodDeckSF
0.23
OpenPorchSF
0.20
LowQualFinSF
-0.14
BsmtUnfSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
BsmtQual
0.77
Foundation
0.76
Exterior1st
0.67
Exterior2nd
0.65
GarageFinish
0.63
OverallCond
0.63
ExterQual
0.62
OverallQual
0.61
GarageType
0.61
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.52
FullBath
0.51
MOST FREQUENT VALUES
2005
142
4.9%
2006
138
4.7%
2007
109
3.7%
2004
99
3.4%
2003
88
3.0%
1920
57
2.0%
1977
57
2.0%
1976
54
1.8%
1999
52
1.8%
2008
49
1.7%
1958
48
1.6%
2000
48
1.6%
2002
47
1.6%
1998
46
1.6%
1968
45
1.5%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1879
1
<0.1%
1880
5
0.2%
1882
1
<0.1%
1885
2
<0.1%
1890
7
0.2%
1892
2
<0.1%
1893
1
<0.1%
1895
3
0.1%
1896
1
<0.1%
1898
1
<0.1%
1900
29
1.0%
1901
2
<0.1%
1902
1
<0.1%
LARGEST VALUES
2010
3
0.1%
2009
25
0.9%
2008
49
1.7%
2007
109
3.7%
2006
138
4.7%
2005
142
4.9%
2004
99
3.4%
2003
88
3.0%
2002
47
1.6%
2001
35
1.2%
2000
48
1.6%
1999
52
1.8%
1998
46
1.6%
1997
35
1.2%
1996
34
1.2%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.65
YearBuilt
0.61
SalePrice
0.52
GarageArea
0.38
GrLivArea
0.32
TotalBsmtSF
0.30
1stFlrSF
0.24
OpenPorchSF
0.24
EnclosedPorch
-0.22
WoodDeckSF
0.22
TotRmsAbvGrd
0.20
MasVnrArea
0.20
BsmtUnfSF
0.17
2ndFlrSF
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.65
KitchenQual
0.65
ExterQual
0.63
BsmtQual
0.61
Foundation
0.60
OverallQual
0.59
Exterior1st
0.57
Exterior2nd
0.57
HeatingQC
0.55
BsmtFinType1
0.50
FullBath
0.48
GarageFinish
0.48
GarageCars
0.47
OverallCond
0.43
MOST FREQUENT VALUES
1950
361
12.4%
2006
202
6.9%
2007
164
5.6%
2005
141
4.8%
2004
111
3.8%
2000
104
3.6%
2003
99
3.4%
2002
82
2.8%
2008
81
2.8%
1998
77
2.6%
1999
60
2.1%
1996
59
2.0%
1995
56
1.9%
1994
53
1.8%
2001
49
1.7%
SMALLEST VALUES
1950
361
12.4%
1951
14
0.5%
1952
15
0.5%
1953
20
0.7%
1954
28
1.0%
1955
25
0.9%
1956
30
1.0%
1957
20
0.7%
1958
34
1.2%
1959
30
1.0%
1960
29
1.0%
1961
24
0.8%
1962
26
0.9%
1963
30
1.0%
1964
26
0.9%
LARGEST VALUES
2010
13
0.4%
2009
34
1.2%
2008
81
2.8%
2007
164
5.6%
2006
202
6.9%
2005
141
4.8%
2004
111
3.8%
2003
99
3.4%
2002
82
2.8%
2001
49
1.7%
2000
104
3.6%
1999
60
2.1%
1998
77
2.6%
1997
49
1.7%
1996
59
2.0%
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
2,310
79%
Hip
551
19%
Gambrel
22
<1%
Flat
20
<1%
Mansard
11
<1%
Shed
5
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.46
Condition2
0.09
PoolQC
0.06
LandSlope
0.05
BsmtQual
0.05
Heating
0.04
ExterQual
0.04
MasVnrType
0.03
HouseStyle
0.03
KitchenQual
0.03
Neighborhood
0.03
Utilities
0.03
OverallQual
0.03
LandContour
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.14
BsmtQual
0.09
OverallQual
0.08
RoofMatl
0.07
HouseStyle
0.07
Exterior2nd
0.06
MasVnrType
0.05
ExterQual
0.05
Exterior1st
0.05
KitchenQual
0.05
GarageCars
0.05
Foundation
0.04
BsmtExposure
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.35
TotalBsmtSF
0.31
MasVnrArea
0.29
BsmtFinSF1
0.25
GarageArea
0.19
YearBuilt
0.17
GrLivArea
0.16
2ndFlrSF
0.16
BsmtFinSF2
0.15
LotArea
0.15
TotRmsAbvGrd
0.14
MSSubClass
0.14
MiscVal
0.13
LotFrontage
0.12
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
2,876
99%
Tar&Grv
23
<1%
WdShake
9
<1%
WdShngl
7
<1%
Metal
1
<1%
Membran
1
<1%
Roll
1
<1%
ClyTile
1
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolQC
0.13
RoofStyle
0.07
LandSlope
0.05
LandContour
0.03
KitchenAbvGr
0.02
Functional
0.01
BsmtExposure
0.01
Exterior1st
0.01
BsmtHalfBath
0.01
Fireplaces
0.01
Condition1
0.01
Exterior2nd
0.01
GarageCond
0.01
BsmtFinType2
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.46
Neighborhood
0.27
Exterior1st
0.25
Exterior2nd
0.23
BsmtExposure
0.15
LandContour
0.12
Fireplaces
0.11
OverallQual
0.11
BedroomAbvGr
0.11
LandSlope
0.11
GarageType
0.08
FireplaceQu
0.08
BsmtFinType2
0.08
Condition1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
PoolArea
0.26
TotalBsmtSF
0.22
BsmtFinSF1
0.22
1stFlrSF
0.21
LotArea
0.21
GrLivArea
0.20
BsmtFinSF2
0.16
LotFrontage
0.16
WoodDeckSF
0.12
GarageArea
0.11
TotRmsAbvGrd
0.11
MasVnrArea
0.10
3SsnPorch
0.09
OpenPorchSF
0.08
Exterior1st
MISSING:
1
(<1%)
TOP CATEGORIES
VinylSd
1,025
35%
MetalSd
450
15%
HdBoard
442
15%
Wd Sdng
411
14%
Plywood
221
8%
CemntBd
126
4%
BrkFace
87
3%
WdShing
56
2%
AsbShng
44
2%
Stucco
43
1%
BrkComm
6
<1%
AsphShn
2
<1%
Stone
2
<1%
CBlock
2
<1%
ImStucc
1
<1%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
RoofMatl
0.25
PoolQC
0.24
Foundation
0.24
Utilities
0.23
Heating
0.21
ExterQual
0.20
Neighborhood
0.18
BsmtQual
0.18
CentralAir
0.16
Electrical
0.16
SaleType
0.14
HeatingQC
0.14
KitchenQual
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.28
Foundation
0.14
BsmtQual
0.11
OverallQual
0.10
ExterQual
0.09
HeatingQC
0.08
BsmtFinType1
0.08
KitchenQual
0.07
OverallCond
0.07
GarageCars
0.07
GarageFinish
0.07
GarageType
0.06
HouseStyle
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.67
YearRemodAdd
0.57
GarageArea
0.34
EnclosedPorch
0.29
TotalBsmtSF
0.29
1stFlrSF
0.25
GrLivArea
0.23
BsmtUnfSF
0.23
GarageYrBlt
0.22
MSSubClass
0.22
BsmtFinSF1
0.21
BsmtFinSF2
0.21
MasVnrArea
0.20
OpenPorchSF
0.20
Exterior2nd
MISSING:
1
(<1%)
TOP CATEGORIES
VinylSd
1,014
35%
MetalSd
447
15%
HdBoard
406
14%
Wd Sdng
391
13%
Plywood
270
9%
CmentBd
126
4%
Wd Shng
81
3%
Stucco
47
2%
BrkFace
47
2%
AsbShng
38
1%
Brk Cmn
22
<1%
ImStucc
15
<1%
Stone
6
<1%
AsphShn
4
<1%
CBlock
3
<1%
Other
1
<1%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
Utilities
0.26
Foundation
0.24
PoolQC
0.23
RoofMatl
0.23
Heating
0.22
ExterQual
0.20
Neighborhood
0.18
BsmtQual
0.17
Electrical
0.16
CentralAir
0.15
SaleType
0.14
HeatingQC
0.14
KitchenQual
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.27
Foundation
0.13
BsmtQual
0.10
OverallQual
0.10
ExterQual
0.09
HeatingQC
0.08
BsmtFinType1
0.08
KitchenQual
0.07
OverallCond
0.07
GarageType
0.06
GarageCars
0.06
GarageFinish
0.06
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.65
YearRemodAdd
0.57
GarageArea
0.34
TotalBsmtSF
0.29
EnclosedPorch
0.28
MSSubClass
0.25
1stFlrSF
0.24
BsmtUnfSF
0.24
GrLivArea
0.23
OpenPorchSF
0.21
BsmtFinSF1
0.20
MasVnrArea
0.20
2ndFlrSF
0.20
GarageYrBlt
0.20
MasVnrType
MISSING:
24
(<1%)
TOP CATEGORIES
None
1,742
60%
BrkFace
879
30%
Stone
249
9%
BrkCmn
25
<1%
ALL
2,895
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
ExterQual
0.10
PavedDrive
0.10
Utilities
0.09
CentralAir
0.09
GarageCars
0.09
BsmtQual
0.08
GarageQual
0.07
Neighborhood
0.07
Foundation
0.07
KitchenQual
0.07
Condition2
0.07
GarageType
0.07
OverallQual
0.07
GarageCond
0.07

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.23
OverallQual
0.12
GarageCars
0.10
BsmtQual
0.10
ExterQual
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageFinish
0.08
Foundation
0.08
GarageType
0.08
KitchenQual
0.07
FireplaceQu
0.07
BsmtFinType1
0.06
OverallCond
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.70
YearBuilt
0.44
TotalBsmtSF
0.40
GarageArea
0.38
1stFlrSF
0.37
YearRemodAdd
0.29
BsmtFinSF1
0.28
GrLivArea
0.28
TotRmsAbvGrd
0.20
GarageYrBlt
0.17
SalePrice
0.16
EnclosedPorch
0.16
WoodDeckSF
0.15
OpenPorchSF
0.14
MasVnrArea
MISSING:
23
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.45
GrLivArea
0.40
TotalBsmtSF
0.40
1stFlrSF
0.40
GarageArea
0.37
YearBuilt
0.31
BsmtFinSF1
0.30
TotRmsAbvGrd
0.28
GarageYrBlt
0.26
LotFrontage
0.22
YearRemodAdd
0.20
WoodDeckSF
0.17
OpenPorchSF
0.14
LotArea
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.70
Neighborhood
0.53
OverallQual
0.49
GarageCars
0.43
ExterQual
0.41
BsmtQual
0.39
KitchenQual
0.35
FireplaceQu
0.31
RoofStyle
0.29
GarageFinish
0.28
Fireplaces
0.28
FullBath
0.26
BsmtFinType1
0.25
GarageType
0.25
MOST FREQUENT VALUES
0.0
1,738
60.0%
120.0
15
0.5%
176.0
13
0.4%
200.0
13
0.4%
180.0
12
0.4%
216.0
12
0.4%
16.0
11
0.4%
108.0
11
0.4%
72.0
11
0.4%
144.0
11
0.4%
340.0
10
0.3%
210.0
9
0.3%
80.0
9
0.3%
128.0
9
0.3%
196.0
9
0.3%
SMALLEST VALUES
0.0
1,738
60.0%
1.0
3
0.1%
3.0
1
<0.1%
11.0
1
<0.1%
14.0
4
0.1%
16.0
11
0.4%
18.0
3
0.1%
20.0
4
0.1%
22.0
2
<0.1%
23.0
4
0.1%
24.0
2
<0.1%
27.0
1
<0.1%
28.0
2
<0.1%
30.0
4
0.1%
31.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1290.0
1
<0.1%
1224.0
2
<0.1%
1170.0
1
<0.1%
1159.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1110.0
1
<0.1%
1095.0
1
<0.1%
1050.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
970.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
TA
1,798
62%
Gd
979
34%
Ex
107
4%
Fa
35
1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.36
BsmtQual
0.25
OverallQual
0.22
Foundation
0.22
Street
0.20
FullBath
0.19
Condition2
0.18
GarageCars
0.17
HeatingQC
0.17
Utilities
0.16
SaleType
0.15
CentralAir
0.14
GarageFinish
0.13
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.47
Neighborhood
0.43
KitchenQual
0.42
BsmtQual
0.35
Foundation
0.27
GarageCars
0.23
HeatingQC
0.23
Exterior1st
0.20
Exterior2nd
0.20
GarageFinish
0.19
BsmtFinType1
0.19
FullBath
0.19
OverallCond
0.16
GarageType
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
YearRemodAdd
0.63
YearBuilt
0.62
GarageArea
0.50
TotalBsmtSF
0.49
GrLivArea
0.44
1stFlrSF
0.43
MasVnrArea
0.41
BsmtFinSF1
0.29
OpenPorchSF
0.29
TotRmsAbvGrd
0.28
BsmtUnfSF
0.26
GarageYrBlt
0.26
SalePrice
0.23
WoodDeckSF
0.22
ExterCond
MISSING:
---
TOP CATEGORIES
TA
2,538
87%
Gd
299
10%
Fa
67
2%
Ex
12
<1%
Po
3
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
Utilities
0.10
OverallCond
0.07
CentralAir
0.06
PavedDrive
0.05
BsmtCond
0.05
Heating
0.05
GarageCond
0.05
PoolQC
0.04
ExterQual
0.04
Condition2
0.04
Street
0.04
Functional
0.03
Electrical
0.03
GarageQual
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.19
Neighborhood
0.13
ExterQual
0.07
OverallQual
0.06
BsmtQual
0.06
Foundation
0.06
Exterior1st
0.05
GarageCars
0.05
BsmtCond
0.05
GarageType
0.04
GarageFinish
0.04
Exterior2nd
0.04
MSZoning
0.04
PavedDrive
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.29
GarageYrBlt
0.18
YearRemodAdd
0.16
GarageArea
0.13
EnclosedPorch
0.13
TotalBsmtSF
0.13
BsmtUnfSF
0.11
BsmtFinSF2
0.08
BsmtFinSF1
0.08
MasVnrArea
0.07
1stFlrSF
0.07
OpenPorchSF
0.07
SalePrice
0.07
MSSubClass
0.07
Foundation
MISSING:
---
TOP CATEGORIES
PConc
1,308
45%
CBlock
1,235
42%
BrkTil
311
11%
Slab
49
2%
Stone
11
<1%
Wood
5
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
ExterQual
0.27
Heating
0.23
BsmtCond
0.19
KitchenQual
0.19
FullBath
0.17
CentralAir
0.17
Neighborhood
0.16
HeatingQC
0.16
BsmtFinType1
0.16
BsmtFinType2
0.15
MSZoning
0.14
SaleType
0.14
GarageCars
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.44
BsmtQual
0.33
BsmtFinType1
0.25
Exterior1st
0.24
Exterior2nd
0.24
ExterQual
0.22
OverallQual
0.21
KitchenQual
0.17
HeatingQC
0.17
OverallCond
0.16
GarageFinish
0.15
GarageCars
0.15
GarageType
0.13
FullBath
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.60
TotalBsmtSF
0.44
GarageArea
0.40
GrLivArea
0.34
BsmtUnfSF
0.30
EnclosedPorch
0.28
BsmtFinSF1
0.27
2ndFlrSF
0.26
OpenPorchSF
0.25
1stFlrSF
0.25
MasVnrArea
0.24
TotRmsAbvGrd
0.23
WoodDeckSF
0.19
BsmtQual
MISSING:
81
(3%)
TOP CATEGORIES
TA
1,283
45%
Gd
1,209
43%
Ex
258
9%
Fa
88
3%
ALL
2,838
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.35
Foundation
0.33
BsmtCond
0.32
KitchenQual
0.24
FullBath
0.21
BsmtFinType2
0.21
OverallQual
0.20
GarageCars
0.20
BsmtFinType1
0.19
CentralAir
0.18
BsmtExposure
0.18
Neighborhood
0.16
GarageFinish
0.16
SaleType
0.15

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.41
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.28
ExterQual
0.25
KitchenQual
0.21
GarageCars
0.20
Exterior1st
0.18
Exterior2nd
0.17
BsmtExposure
0.17
GarageFinish
0.17
OverallCond
0.15
FullBath
0.15
BsmtCond
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.77
YearRemodAdd
0.61
TotalBsmtSF
0.60
GarageArea
0.50
1stFlrSF
0.43
GrLivArea
0.42
MasVnrArea
0.39
BsmtFinSF1
0.38
WoodDeckSF
0.27
OpenPorchSF
0.27
TotRmsAbvGrd
0.27
EnclosedPorch
0.25
BsmtUnfSF
0.25
SalePrice
0.23
BsmtCond
MISSING:
82
(3%)
TOP CATEGORIES
TA
2,606
92%
Gd
122
4%
Fa
104
4%
Po
5
<1%
ALL
2,837
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
BsmtQual
0.13
Heating
0.12
BsmtExposure
0.11
CentralAir
0.11
Utilities
0.09
BsmtFinType1
0.08
Foundation
0.08
KitchenAbvGr
0.08
Functional
0.06
PavedDrive
0.06
GarageCond
0.05
ExterCond
0.05
Electrical
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.32
BsmtFinType1
0.31
BsmtExposure
0.27
BsmtFinType2
0.27
Foundation
0.19
Neighborhood
0.13
OverallQual
0.11
ExterQual
0.07
OverallCond
0.06
Exterior2nd
0.06
Exterior1st
0.06
CentralAir
0.06
KitchenQual
0.06
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
YearBuilt
0.28
BsmtUnfSF
0.22
YearRemodAdd
0.20
BsmtFinSF1
0.18
GarageYrBlt
0.17
GarageArea
0.17
WoodDeckSF
0.14
3SsnPorch
0.13
EnclosedPorch
0.12
MasVnrArea
0.11
SalePrice
0.10
LowQualFinSF
0.09
1stFlrSF
0.09
BsmtExposure
MISSING:
82
(3%)
TOP CATEGORIES
No
1,904
67%
Av
418
15%
Gd
276
10%
Mn
239
8%
ALL
2,837
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.27
BsmtFinType2
0.19
BsmtQual
0.17
RoofMatl
0.15
LandSlope
0.13
Utilities
0.12
Heating
0.11
BsmtFinType1
0.11
PoolQC
0.10
Foundation
0.10
KitchenAbvGr
0.09
Condition2
0.09
BsmtFullBath
0.09
LandContour
0.08

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtQual
0.18
BsmtFinType1
0.17
Neighborhood
0.12
BsmtCond
0.11
BsmtFinType2
0.11
Foundation
0.10
OverallQual
0.08
HouseStyle
0.08
BsmtFullBath
0.06
Exterior2nd
0.05
GarageCars
0.05
GarageType
0.05
ExterQual
0.05
GarageFinish
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.51
BsmtFinSF1
0.42
1stFlrSF
0.35
YearBuilt
0.33
GarageArea
0.28
WoodDeckSF
0.27
YearRemodAdd
0.25
MasVnrArea
0.24
LotArea
0.23
BsmtUnfSF
0.23
GrLivArea
0.19
2ndFlrSF
0.15
SalePrice
0.13
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
79
(3%)
TOP CATEGORIES
Unf
851
30%
GLQ
849
30%
ALQ
429
15%
Rec
288
10%
BLQ
269
9%
LwQ
154
5%
ALL
2,840
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.33
BsmtCond
0.31
BsmtFullBath
0.30
BsmtQual
0.28
Foundation
0.25
ExterQual
0.19
Utilities
0.18
BsmtExposure
0.17
Heating
0.17
CentralAir
0.14
KitchenQual
0.14
PavedDrive
0.13
KitchenAbvGr
0.11
OverallQual
0.11

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
BsmtQual
0.19
Neighborhood
0.17
Foundation
0.16
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.11
ExterQual
0.09
Exterior2nd
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.06
HeatingQC
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.72
BsmtUnfSF
0.62
YearBuilt
0.52
YearRemodAdd
0.50
TotalBsmtSF
0.50
BsmtFinSF2
0.36
GarageArea
0.33
1stFlrSF
0.27
MasVnrArea
0.25
GrLivArea
0.25
WoodDeckSF
0.22
2ndFlrSF
0.21
OpenPorchSF
0.19
EnclosedPorch
0.17
BsmtFinSF1
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.54
BsmtUnfSF
-0.48
1stFlrSF
0.46
SalePrice
0.38
GarageArea
0.31
MasVnrArea
0.30
YearBuilt
0.28
WoodDeckSF
0.22
LotFrontage
0.22
GrLivArea
0.21
GarageYrBlt
0.19
LotArea
0.19
2ndFlrSF
-0.16
YearRemodAdd
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.72
BsmtFullBath
0.64
BsmtExposure
0.42
Neighborhood
0.38
BsmtQual
0.38
OverallQual
0.36
Fireplaces
0.30
KitchenQual
0.30
GarageType
0.30
ExterQual
0.29
MasVnrType
0.28
Foundation
0.27
GarageCars
0.27
HouseStyle
0.27
MOST FREQUENT VALUES
0.0
929
31.8%
24.0
27
0.9%
16.0
14
0.5%
300.0
9
0.3%
384.0
8
0.3%
288.0
8
0.3%
20.0
8
0.3%
600.0
8
0.3%
936.0
7
0.2%
624.0
7
0.2%
500.0
7
0.2%
375.0
7
0.2%
360.0
7
0.2%
602.0
7
0.2%
456.0
7
0.2%
SMALLEST VALUES
0.0
929
31.8%
2.0
1
<0.1%
16.0
14
0.5%
20.0
8
0.3%
24.0
27
0.9%
25.0
1
<0.1%
27.0
1
<0.1%
28.0
5
0.2%
32.0
1
<0.1%
33.0
1
<0.1%
35.0
1
<0.1%
36.0
4
0.1%
40.0
3
0.1%
41.0
1
<0.1%
42.0
1
<0.1%
LARGEST VALUES
5644.0
1
<0.1%
4010.0
1
<0.1%
2288.0
1
<0.1%
2260.0
1
<0.1%
2257.0
1
<0.1%
2188.0
1
<0.1%
2158.0
1
<0.1%
2146.0
1
<0.1%
2096.0
1
<0.1%
2085.0
1
<0.1%
1972.0
1
<0.1%
1965.0
1
<0.1%
1904.0
1
<0.1%
1880.0
1
<0.1%
1836.0
1
<0.1%
BsmtFinType2
MISSING:
80
(3%)
TOP CATEGORIES
Unf
2,493
88%
Rec
105
4%
LwQ
87
3%
BLQ
68
2%
ALQ
52
2%
GLQ
34
1%
ALL
2,839
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
BsmtCond
0.27
Utilities
0.22
PoolQC
0.14
BsmtFinType1
0.13
BsmtQual
0.12
BsmtExposure
0.11
Heating
0.11
Foundation
0.09
KitchenAbvGr
0.09
RoofMatl
0.08
CentralAir
0.06
Functional
0.06
Condition2
0.05
Street
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.33
BsmtQual
0.21
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.15
Neighborhood
0.13
OverallQual
0.08
Exterior2nd
0.06
Exterior1st
0.06
HeatingQC
0.04
BsmtFullBath
0.04
ExterQual
0.04
BldgType
0.04
SaleType
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.39
BsmtUnfSF
0.35
YearRemodAdd
0.19
BsmtFinSF1
0.18
2ndFlrSF
0.14
WoodDeckSF
0.13
YearBuilt
0.13
GarageYrBlt
0.11
PoolArea
0.10
MSSubClass
0.10
GrLivArea
0.09
GarageArea
0.09
LotArea
0.09
BsmtFinSF2
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.24
WoodDeckSF
0.10
2ndFlrSF
-0.10
TotalBsmtSF
0.09
1stFlrSF
0.08
LotArea
0.08
MSSubClass
-0.07
GarageYrBlt
-0.07
ScreenPorch
0.06
YearRemodAdd
-0.06
BsmtFinSF1
-0.06
TotRmsAbvGrd
-0.05
LotFrontage
0.05
PoolArea
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.36
Neighborhood
0.25
Exterior1st
0.21
Exterior2nd
0.19
BsmtFullBath
0.17
Foundation
0.16
RoofMatl
0.16
RoofStyle
0.15
SaleType
0.14
HouseStyle
0.13
BsmtExposure
0.12
OverallQual
0.11
BsmtQual
0.11
MOST FREQUENT VALUES
0.0
2,571
88.1%
180.0
5
0.2%
294.0
5
0.2%
374.0
3
0.1%
168.0
3
0.1%
435.0
3
0.1%
483.0
3
0.1%
539.0
3
0.1%
147.0
3
0.1%
144.0
3
0.1%
162.0
3
0.1%
354.0
2
<0.1%
841.0
2
<0.1%
290.0
2
<0.1%
128.0
2
<0.1%
SMALLEST VALUES
0.0
2,571
88.1%
6.0
1
<0.1%
12.0
1
<0.1%
28.0
1
<0.1%
32.0
1
<0.1%
35.0
1
<0.1%
38.0
1
<0.1%
40.0
2
<0.1%
41.0
2
<0.1%
42.0
2
<0.1%
46.0
1
<0.1%
48.0
1
<0.1%
52.0
1
<0.1%
60.0
2
<0.1%
63.0
1
<0.1%
LARGEST VALUES
1526.0
1
<0.1%
1474.0
1
<0.1%
1393.0
1
<0.1%
1164.0
1
<0.1%
1127.0
1
<0.1%
1120.0
1
<0.1%
1085.0
1
<0.1%
1083.0
1
<0.1%
1080.0
1
<0.1%
1073.0
1
<0.1%
1063.0
1
<0.1%
1061.0
1
<0.1%
1057.0
1
<0.1%
1039.0
1
<0.1%
1037.0
1
<0.1%
BsmtUnfSF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.48
TotalBsmtSF
0.41
1stFlrSF
0.30
TotRmsAbvGrd
0.25
BsmtFinSF2
-0.24
GrLivArea
0.23
SalePrice
0.21
GarageYrBlt
0.17
YearRemodAdd
0.17
GarageArea
0.16
YearBuilt
0.13
MSSubClass
-0.13
OpenPorchSF
0.12
LotFrontage
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.62
BsmtFullBath
0.40
BsmtFinType2
0.35
Neighborhood
0.33
Foundation
0.30
OverallQual
0.29
FullBath
0.28
ExterQual
0.26
SaleCondition
0.25
SaleType
0.25
BsmtQual
0.25
HouseStyle
0.25
GarageCars
0.24
Exterior2nd
0.24
MOST FREQUENT VALUES
0.0
241
8.3%
384.0
19
0.7%
728.0
14
0.5%
672.0
13
0.4%
600.0
12
0.4%
216.0
11
0.4%
816.0
11
0.4%
100.0
11
0.4%
572.0
11
0.4%
624.0
10
0.3%
270.0
10
0.3%
300.0
10
0.3%
264.0
9
0.3%
186.0
9
0.3%
768.0
9
0.3%
SMALLEST VALUES
0.0
241
8.3%
14.0
1
<0.1%
15.0
1
<0.1%
17.0
1
<0.1%
20.0
1
<0.1%
22.0
1
<0.1%
23.0
2
<0.1%
25.0
3
0.1%
26.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
29.0
1
<0.1%
30.0
6
0.2%
32.0
2
<0.1%
33.0
1
<0.1%
LARGEST VALUES
2336.0
1
<0.1%
2153.0
1
<0.1%
2140.0
1
<0.1%
2121.0
1
<0.1%
2062.0
1
<0.1%
2046.0
1
<0.1%
2042.0
1
<0.1%
2002.0
1
<0.1%
1969.0
1
<0.1%
1967.0
1
<0.1%
1958.0
1
<0.1%
1935.0
1
<0.1%
1926.0
1
<0.1%
1921.0
1
<0.1%
1907.0
1
<0.1%
TotalBsmtSF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.80
SalePrice
0.60
BsmtFinSF1
0.54
GarageArea
0.49
GrLivArea
0.45
BsmtUnfSF
0.41
YearBuilt
0.41
MasVnrArea
0.40
LotFrontage
0.35
GarageYrBlt
0.35
YearRemodAdd
0.30
TotRmsAbvGrd
0.28
LotArea
0.25
OpenPorchSF
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.60
OverallQual
0.59
Neighborhood
0.54
BsmtExposure
0.51
BsmtFinType1
0.50
ExterQual
0.49
GarageCars
0.49
KitchenQual
0.45
Foundation
0.44
BsmtCond
0.40
MasVnrType
0.40
GarageType
0.39
BsmtFinType2
0.39
GarageFinish
0.37
MOST FREQUENT VALUES
0.0
78
2.7%
864.0
74
2.5%
672.0
29
1.0%
912.0
26
0.9%
1040.0
25
0.9%
768.0
24
0.8%
816.0
23
0.8%
728.0
20
0.7%
384.0
19
0.7%
780.0
19
0.7%
1008.0
19
0.7%
960.0
18
0.6%
894.0
17
0.6%
832.0
17
0.6%
756.0
17
0.6%
SMALLEST VALUES
0.0
78
2.7%
105.0
1
<0.1%
160.0
1
<0.1%
173.0
1
<0.1%
190.0
1
<0.1%
192.0
1
<0.1%
216.0
2
<0.1%
240.0
1
<0.1%
245.0
1
<0.1%
264.0
4
0.1%
270.0
1
<0.1%
279.0
1
<0.1%
290.0
1
<0.1%
297.0
1
<0.1%
301.0
1
<0.1%
LARGEST VALUES
6110.0
1
<0.1%
5095.0
1
<0.1%
3206.0
1
<0.1%
3200.0
1
<0.1%
3138.0
1
<0.1%
3094.0
1
<0.1%
2846.0
1
<0.1%
2660.0
1
<0.1%
2633.0
1
<0.1%
2630.0
1
<0.1%
2552.0
1
<0.1%
2535.0
1
<0.1%
2524.0
1
<0.1%
2492.0
1
<0.1%
2461.0
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
2,874
98%
GasW
27
<1%
Grav
9
<1%
Wall
6
<1%
OthW
2
<1%
Floor
1
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.12
Electrical
0.03
GarageCond
0.03
BsmtCond
0.02
HeatingQC
0.02
GarageQual
0.02
Foundation
0.02
KitchenAbvGr
0.02
PavedDrive
0.02
Functional
0.02
BsmtFinType2
0.02
GarageType
0.01
Alley
0.01
BldgType
0.01

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.30
HeatingQC
0.27
Foundation
0.23
Exterior2nd
0.22
Exterior1st
0.21
Neighborhood
0.20
BsmtFinType1
0.17
GarageType
0.15
BsmtQual
0.13
GarageCond
0.13
OverallQual
0.13
OverallCond
0.12
GarageFinish
0.12
KitchenQual
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.18
GarageYrBlt
0.16
YearRemodAdd
0.14
TotalBsmtSF
0.13
GarageArea
0.11
LotArea
0.11
GrLivArea
0.08
EnclosedPorch
0.08
2ndFlrSF
0.08
WoodDeckSF
0.07
BsmtFinSF1
0.07
OpenPorchSF
0.06
BsmtUnfSF
0.06
MasVnrArea
0.06
HeatingQC
MISSING:
---
TOP CATEGORIES
Ex
1,493
51%
TA
857
29%
Gd
474
16%
Fa
92
3%
Po
3
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.23
CentralAir
0.19
KitchenQual
0.17
Utilities
0.17
Foundation
0.17
BsmtQual
0.12
SaleType
0.10
SaleCondition
0.09
OverallQual
0.09
KitchenAbvGr
0.09
Electrical
0.08
FullBath
0.08
Exterior1st
0.08

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.20
ExterQual
0.17
Foundation
0.16
KitchenQual
0.15
Exterior2nd
0.14
OverallQual
0.14
Exterior1st
0.14
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageCars
0.07
FullBath
0.06
OverallCond
0.06
SaleCondition
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.47
GarageArea
0.32
GrLivArea
0.29
TotalBsmtSF
0.28
OpenPorchSF
0.22
1stFlrSF
0.20
BsmtUnfSF
0.19
MasVnrArea
0.19
TotRmsAbvGrd
0.18
2ndFlrSF
0.17
GarageYrBlt
0.16
WoodDeckSF
0.15
SalePrice
0.14
CentralAir
MISSING:
---
TOP CATEGORIES
Y
2,723
93%
N
196
7%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.30
PavedDrive
0.12
Electrical
0.12
GarageCond
0.11
GarageQual
0.09
KitchenAbvGr
0.07
Utilities
0.06
BsmtCond
0.06
GarageType
0.05
Street
0.05
GarageFinish
0.05
HeatingQC
0.04
ExterQual
0.04
Foundation
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
Neighborhood
0.28
GarageType
0.23
GarageFinish
0.23
OverallQual
0.19
HeatingQC
0.19
BsmtQual
0.18
GarageQual
0.17
PavedDrive
0.17
GarageCond
0.17
Foundation
0.17
Exterior1st
0.16
Electrical
0.16
GarageCars
0.16
Exterior2nd
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.37
GarageYrBlt
0.30
YearRemodAdd
0.29
GarageArea
0.27
TotalBsmtSF
0.22
BsmtFinSF1
0.17
1stFlrSF
0.15
EnclosedPorch
0.14
WoodDeckSF
0.14
MasVnrArea
0.13
GrLivArea
0.12
SalePrice
0.10
MSSubClass
0.08
OpenPorchSF
0.05
Electrical
MISSING:
1
(<1%)
TOP CATEGORIES
SBrkr
2,671
92%
FuseA
188
6%
FuseF
50
2%
FuseP
8
<1%
Mix
1
<1%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.32
CentralAir
0.16
Heating
0.12
PavedDrive
0.05
GarageQual
0.05
GarageCond
0.05
ExterQual
0.05
BsmtQual
0.04
Alley
0.04
Foundation
0.03
KitchenQual
0.03
BsmtCond
0.03
MSZoning
0.03
GarageFinish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.22
Exterior1st
0.16
Exterior2nd
0.16
BsmtQual
0.14
OverallQual
0.13
CentralAir
0.12
ExterQual
0.11
GarageFinish
0.11
Foundation
0.11
BsmtFinType1
0.10
KitchenQual
0.10
GarageCars
0.10
GarageType
0.09
HeatingQC
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearBuilt
0.35
YearRemodAdd
0.34
GarageArea
0.23
TotalBsmtSF
0.18
EnclosedPorch
0.16
BsmtFinSF1
0.16
WoodDeckSF
0.15
GarageYrBlt
0.15
1stFlrSF
0.13
GrLivArea
0.13
MasVnrArea
0.12
MSSubClass
0.09
SalePrice
0.08
OpenPorchSF
0.08
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.80
SalePrice
0.60
GrLivArea
0.56
GarageArea
0.49
LotFrontage
0.46
BsmtFinSF1
0.46
MasVnrArea
0.40
TotRmsAbvGrd
0.39
LotArea
0.33
YearBuilt
0.31
BsmtUnfSF
0.30
GarageYrBlt
0.26
2ndFlrSF
-0.25
MSSubClass
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.54
Neighborhood
0.54
GarageCars
0.48
ExterQual
0.43
BsmtQual
0.43
KitchenQual
0.42
HouseStyle
0.41
FireplaceQu
0.41
Fireplaces
0.41
GarageType
0.40
FullBath
0.39
MasVnrType
0.37
BsmtExposure
0.35
RoofStyle
0.35
MOST FREQUENT VALUES
864
46
1.6%
1040
28
1.0%
912
19
0.7%
960
18
0.6%
816
18
0.6%
848
18
0.6%
894
17
0.6%
936
17
0.6%
672
17
0.6%
546
15
0.5%
768
13
0.4%
832
13
0.4%
483
13
0.4%
1072
12
0.4%
728
12
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
407
1
<0.1%
432
1
<0.1%
438
1
<0.1%
442
1
<0.1%
448
1
<0.1%
453
1
<0.1%
480
1
<0.1%
483
13
0.4%
492
1
<0.1%
494
1
<0.1%
495
1
<0.1%
498
1
<0.1%
502
1
<0.1%
LARGEST VALUES
5095
1
<0.1%
4692
1
<0.1%
3820
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2726
1
<0.1%
2696
1
<0.1%
2674
1
<0.1%
2633
1
<0.1%
2552
1
<0.1%
2524
1
<0.1%
2522
1
<0.1%
2515
1
<0.1%
2497
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.66
TotRmsAbvGrd
0.58
MSSubClass
0.31
SalePrice
0.30
1stFlrSF
-0.25
TotalBsmtSF
-0.21
OpenPorchSF
0.19
BsmtFinSF1
-0.16
YearRemodAdd
0.16
GarageArea
0.13
MasVnrArea
0.12
BsmtFinSF2
-0.10
WoodDeckSF
0.09
GarageYrBlt
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.91
HalfBath
0.62
BedroomAbvGr
0.54
Neighborhood
0.45
FullBath
0.42
GarageType
0.39
OverallQual
0.30
Foundation
0.26
FireplaceQu
0.26
BsmtFinType1
0.21
Exterior2nd
0.20
GarageCars
0.20
ExterQual
0.19
Fireplaces
0.19
MOST FREQUENT VALUES
0
1,668
57.1%
546
23
0.8%
728
18
0.6%
504
17
0.6%
720
13
0.4%
600
13
0.4%
672
13
0.4%
896
11
0.4%
886
10
0.3%
756
9
0.3%
780
9
0.3%
862
8
0.3%
840
7
0.2%
601
7
0.2%
702
7
0.2%
SMALLEST VALUES
0
1,668
57.1%
110
1
<0.1%
125
1
<0.1%
144
1
<0.1%
167
1
<0.1%
180
1
<0.1%
182
1
<0.1%
185
1
<0.1%
192
1
<0.1%
208
2
<0.1%
213
1
<0.1%
218
1
<0.1%
220
1
<0.1%
224
1
<0.1%
228
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1862
1
<0.1%
1836
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1788
1
<0.1%
1778
1
<0.1%
1721
1
<0.1%
1629
1
<0.1%
1619
3
0.1%
1611
1
<0.1%
1589
1
<0.1%
1567
1
<0.1%
1540
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.14
TotRmsAbvGrd
0.10
GrLivArea
0.10
EnclosedPorch
0.09
BsmtFinSF1
-0.07
YearRemodAdd
-0.06
MasVnrArea
-0.06
GarageArea
-0.05
GarageYrBlt
-0.05
BsmtUnfSF
0.05
PoolArea
0.04
MSSubClass
0.03
TotalBsmtSF
-0.02
SalePrice
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.47
BedroomAbvGr
0.22
Neighborhood
0.20
GarageQual
0.16
GarageType
0.14
Foundation
0.12
LandContour
0.12
Functional
0.11
GarageFinish
0.11
Exterior1st
0.11
BsmtFinType1
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCond
0.10
MOST FREQUENT VALUES
0
2,879
98.6%
80
4
0.1%
205
2
<0.1%
360
2
<0.1%
450
1
<0.1%
140
1
<0.1%
114
1
<0.1%
512
1
<0.1%
697
1
<0.1%
397
1
<0.1%
312
1
<0.1%
259
1
<0.1%
436
1
<0.1%
528
1
<0.1%
431
1
<0.1%
SMALLEST VALUES
0
2,879
98.6%
53
1
<0.1%
80
4
0.1%
108
1
<0.1%
114
1
<0.1%
120
1
<0.1%
140
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
2
<0.1%
232
1
<0.1%
234
1
<0.1%
259
1
<0.1%
312
1
<0.1%
360
2
<0.1%
LARGEST VALUES
1064
1
<0.1%
697
1
<0.1%
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
512
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
450
1
<0.1%
436
1
<0.1%
431
1
<0.1%
420
1
<0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.81
SalePrice
0.70
2ndFlrSF
0.66
1stFlrSF
0.56
GarageArea
0.49
TotalBsmtSF
0.45
MasVnrArea
0.40
LotFrontage
0.38
OpenPorchSF
0.34
YearRemodAdd
0.32
LotArea
0.28
GarageYrBlt
0.27
WoodDeckSF
0.25
YearBuilt
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.64
OverallQual
0.59
BedroomAbvGr
0.56
GarageCars
0.53
Neighborhood
0.53
HouseStyle
0.53
FireplaceQu
0.50
Fireplaces
0.47
KitchenQual
0.44
ExterQual
0.44
HalfBath
0.43
BsmtQual
0.42
GarageType
0.38
GarageFinish
0.36
MOST FREQUENT VALUES
864
41
1.4%
1092
26
0.9%
1040
25
0.9%
1456
20
0.7%
1200
18
0.6%
894
15
0.5%
816
14
0.5%
912
14
0.5%
1728
13
0.4%
848
13
0.4%
960
12
0.4%
987
12
0.4%
936
12
0.4%
1344
11
0.4%
988
11
0.4%
SMALLEST VALUES
334
1
<0.1%
407
1
<0.1%
438
1
<0.1%
480
1
<0.1%
492
1
<0.1%
498
1
<0.1%
520
1
<0.1%
540
1
<0.1%
572
1
<0.1%
599
1
<0.1%
605
1
<0.1%
612
1
<0.1%
616
1
<0.1%
630
7
0.2%
640
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
5095
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3820
1
<0.1%
3672
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3500
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3390
1
<0.1%
3279
1
<0.1%
BsmtFullBath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
1,705
58%
1.0
1,172
40%
2.0
38
1%
3.0
2
<1%
ALL
2,917
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
BsmtFinType1
0.13
KitchenAbvGr
0.12
PoolQC
0.09
Utilities
0.06
BsmtHalfBath
0.06
BsmtExposure
0.06
RoofMatl
0.06
Condition2
0.05
BsmtCond
0.05
BsmtFinType2
0.04
BldgType
0.04
GarageQual
0.04
BsmtQual
0.04
PavedDrive
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
BsmtExposure
0.09
Neighborhood
0.08
BsmtQual
0.06
HouseStyle
0.06
BedroomAbvGr
0.04
Foundation
0.04
BsmtFinType2
0.04
GarageType
0.04
BldgType
0.04
GarageFinish
0.03
GarageCars
0.03
OverallQual
0.03
KitchenAbvGr
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.64
BsmtUnfSF
0.40
TotalBsmtSF
0.33
1stFlrSF
0.26
YearBuilt
0.22
LotArea
0.21
GarageArea
0.20
WoodDeckSF
0.20
2ndFlrSF
0.17
BsmtFinSF2
0.17
GarageYrBlt
0.15
MasVnrArea
0.15
YearRemodAdd
0.14
GrLivArea
0.10
BsmtHalfBath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
2,742
94%
1.0
171
6%
2.0
4
<1%
ALL
2,917
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.12
PoolQC
0.07
KitchenAbvGr
0.03
RoofMatl
0.03
BsmtFullBath
0.02
BsmtFinType2
0.01
LandSlope
0.01
MiscFeature
0.01
Street
0.01
Condition2
0.01
Neighborhood
0.01
SaleCondition
0.01
Foundation
0.01
HouseStyle
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.11
BsmtFullBath
0.06
BsmtFinType1
0.05
Exterior1st
0.05
Exterior2nd
0.05
HouseStyle
0.04
BsmtFinType2
0.04
Foundation
0.04
OverallQual
0.04
OverallCond
0.03
GarageCars
0.03
BsmtExposure
0.03
KitchenAbvGr
0.02
SaleCondition
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
PoolArea
0.21
BsmtUnfSF
0.11
BsmtFinSF2
0.10
BsmtFinSF1
0.08
GarageYrBlt
0.08
2ndFlrSF
0.06
WoodDeckSF
0.05
TotRmsAbvGrd
0.05
ScreenPorch
0.05
YearRemodAdd
0.05
GrLivArea
0.05
MiscVal
0.04
YearBuilt
0.04
OpenPorchSF
0.04
FullBath
MISSING:
---
TOP CATEGORIES
2
1,530
52%
1
1,309
45%
3
64
2%
0
12
<1%
4
4
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
ExterQual
0.19
GarageCars
0.16
KitchenAbvGr
0.15
BsmtQual
0.15
Foundation
0.13
KitchenQual
0.12
OverallQual
0.11
Utilities
0.09
GarageFinish
0.09
Neighborhood
0.08
GarageType
0.08
Street
0.08
SaleType
0.07
PoolQC
0.07

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.30
OverallQual
0.25
GarageCars
0.23
BsmtQual
0.21
ExterQual
0.19
Foundation
0.17
KitchenQual
0.14
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.11
Exterior2nd
0.11
GarageType
0.11
BsmtFinType1
0.11
BedroomAbvGr
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.64
TotRmsAbvGrd
0.53
YearBuilt
0.51
YearRemodAdd
0.48
GarageArea
0.42
2ndFlrSF
0.42
1stFlrSF
0.39
TotalBsmtSF
0.34
BsmtUnfSF
0.28
OpenPorchSF
0.27
MasVnrArea
0.26
WoodDeckSF
0.21
SalePrice
0.20
LotArea
0.16
HalfBath
MISSING:
---
TOP CATEGORIES
0
1,834
63%
1
1,060
36%
2
25
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.17
KitchenAbvGr
0.13
CentralAir
0.06
Utilities
0.05
BedroomAbvGr
0.05
RoofMatl
0.05
BldgType
0.05
GarageType
0.05
PoolQC
0.04
Condition2
0.04
Neighborhood
0.04
ExterQual
0.04
Foundation
0.04
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.32
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.07
BsmtQual
0.06
GarageCars
0.06
Foundation
0.05
GarageFinish
0.05
BldgType
0.05
FireplaceQu
0.05
ExterQual
0.04
Exterior2nd
0.04
KitchenQual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.43
TotRmsAbvGrd
0.35
YearBuilt
0.28
YearRemodAdd
0.23
OpenPorchSF
0.20
MasVnrArea
0.19
GarageArea
0.18
MSSubClass
0.18
WoodDeckSF
0.12
GarageYrBlt
0.11
1stFlrSF
0.11
SalePrice
0.10
EnclosedPorch
0.08
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
1,596
55%
2
742
25%
4
400
14%
1
103
4%
5
48
2%
6
21
<1%
0
8
<1%
8
1
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.27
BldgType
0.19
Utilities
0.12
PoolQC
0.12
RoofMatl
0.11
HouseStyle
0.11
FullBath
0.10
Heating
0.09
HalfBath
0.09
Condition2
0.06
CentralAir
0.06
Street
0.05
Neighborhood
0.05
GarageType
0.04

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
HouseStyle
0.11
Neighborhood
0.11
BldgType
0.10
FullBath
0.07
HalfBath
0.05
KitchenAbvGr
0.04
GarageType
0.04
OverallQual
0.03
Exterior1st
0.03
Exterior2nd
0.03
BsmtFinType1
0.03
BsmtFullBath
0.03
MSZoning
0.02
GarageCars
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.68
GrLivArea
0.56
2ndFlrSF
0.54
MSSubClass
0.23
LowQualFinSF
0.22
BsmtUnfSF
0.20
LotArea
0.17
GarageYrBlt
0.16
YearBuilt
0.16
BsmtFinSF1
0.14
1stFlrSF
0.13
MasVnrArea
0.13
LotFrontage
0.13
GarageArea
0.13
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
2,785
95%
2
129
4%
0
3
<1%
3
2
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
CentralAir
0.06
Condition2
0.05
BedroomAbvGr
0.04
RoofMatl
0.04
GarageCond
0.04
Heating
0.04
HalfBath
0.04
FullBath
0.04
BsmtCond
0.03
BsmtFullBath
0.03
GarageQual
0.03
BsmtFinType2
0.03
SaleCondition
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.73
BedroomAbvGr
0.27
Neighborhood
0.16
FullBath
0.15
GarageType
0.14
HalfBath
0.13
GarageFinish
0.12
BsmtFullBath
0.12
BsmtQual
0.12
KitchenQual
0.12
GarageCars
0.11
BsmtFinType1
0.11
OverallQual
0.10
Exterior2nd
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.30
MSSubClass
0.27
GarageYrBlt
0.22
YearRemodAdd
0.15
YearBuilt
0.14
GrLivArea
0.12
WoodDeckSF
0.09
GarageArea
0.09
BsmtFinSF1
0.09
1stFlrSF
0.08
OpenPorchSF
0.08
2ndFlrSF
0.07
BsmtUnfSF
0.07
ScreenPorch
0.06
KitchenQual
MISSING:
1
(<1%)
TOP CATEGORIES
TA
1,492
51%
Gd
1,151
39%
Ex
205
7%
Fa
70
2%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.42
BsmtQual
0.21
OverallQual
0.19
Foundation
0.17
HeatingQC
0.15
GarageCars
0.15
FullBath
0.14
SaleType
0.14
CentralAir
0.14
Condition2
0.13
KitchenAbvGr
0.12
Heating
0.12
Street
0.11
GarageFinish
0.11

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.36
OverallQual
0.34
Neighborhood
0.30
BsmtQual
0.24
Foundation
0.19
GarageCars
0.17
HeatingQC
0.17
Exterior1st
0.14
Exterior2nd
0.14
BsmtFinType1
0.14
GarageFinish
0.13
FullBath
0.12
GarageType
0.09
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
YearRemodAdd
0.65
YearBuilt
0.55
GarageArea
0.47
TotalBsmtSF
0.45
GrLivArea
0.44
1stFlrSF
0.42
MasVnrArea
0.35
BsmtFinSF1
0.30
TotRmsAbvGrd
0.29
OpenPorchSF
0.27
GarageYrBlt
0.24
SalePrice
0.24
WoodDeckSF
0.23
BsmtUnfSF
0.21
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.81
2ndFlrSF
0.58
SalePrice
0.54
1stFlrSF
0.39
LotFrontage
0.35
GarageArea
0.33
TotalBsmtSF
0.28
MasVnrArea
0.28
BsmtUnfSF
0.25
OpenPorchSF
0.24
LotArea
0.21
YearRemodAdd
0.20
GarageYrBlt
0.16
WoodDeckSF
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.68
FullBath
0.53
HouseStyle
0.50
GarageCars
0.42
OverallQual
0.40
Neighborhood
0.39
FireplaceQu
0.36
HalfBath
0.35
Fireplaces
0.32
BldgType
0.32
GarageType
0.30
KitchenAbvGr
0.30
KitchenQual
0.29
ExterQual
0.28
MOST FREQUENT VALUES
6
844
28.9%
7
649
22.2%
5
583
20.0%
8
347
11.9%
4
196
6.7%
9
143
4.9%
10
80
2.7%
11
32
1.1%
3
25
0.9%
12
16
0.5%
2
1
<0.1%
14
1
<0.1%
13
1
<0.1%
15
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
25
0.9%
4
196
6.7%
5
583
20.0%
6
844
28.9%
7
649
22.2%
8
347
11.9%
9
143
4.9%
10
80
2.7%
11
32
1.1%
12
16
0.5%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
15
1
<0.1%
14
1
<0.1%
13
1
<0.1%
12
16
0.5%
11
32
1.1%
10
80
2.7%
9
143
4.9%
8
347
11.9%
7
649
22.2%
6
844
28.9%
5
583
20.0%
4
196
6.7%
3
25
0.9%
2
1
<0.1%
Functional
MISSING:
2
(<1%)
TOP CATEGORIES
Typ
2,717
93%
Min2
70
2%
Min1
65
2%
Mod
35
1%
Maj1
19
<1%
Maj2
9
<1%
Sev
2
<1%
ALL
2,917
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
Utilities
0.24
Heating
0.06
RoofMatl
0.05
BsmtCond
0.05
PoolQC
0.04
MiscFeature
0.03
BsmtFinType2
0.03
PavedDrive
0.03
CentralAir
0.03
ExterCond
0.03
Foundation
0.03
OverallCond
0.02
GarageCond
0.02
BsmtQual
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.13
OverallQual
0.09
BsmtFinType1
0.09
Exterior1st
0.09
Exterior2nd
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.07
BsmtCond
0.06
BsmtFinType2
0.06
ExterQual
0.05
BsmtExposure
0.05
HouseStyle
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.19
EnclosedPorch
0.13
YearRemodAdd
0.13
TotalBsmtSF
0.11
LowQualFinSF
0.11
LotArea
0.10
GrLivArea
0.09
1stFlrSF
0.09
GarageYrBlt
0.09
TotRmsAbvGrd
0.09
PoolArea
0.08
2ndFlrSF
0.08
MSSubClass
0.08
BsmtFinSF2
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
1,420
49%
1
1,268
43%
2
219
8%
3
11
<1%
4
1
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolQC
0.24
RoofMatl
0.11
Utilities
0.11
KitchenAbvGr
0.09
Condition2
0.08
GarageType
0.08
GarageCond
0.08
CentralAir
0.08
GarageQual
0.07
GarageCars
0.07
ExterQual
0.07
OverallQual
0.07
GarageFinish
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.16
OverallQual
0.13
GarageType
0.09
GarageFinish
0.09
GarageCars
0.08
BsmtQual
0.07
ExterQual
0.06
KitchenQual
0.05
FullBath
0.05
MasVnrType
0.04
Exterior1st
0.04
BldgType
0.04
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
GrLivArea
0.47
PoolArea
0.42
1stFlrSF
0.41
TotalBsmtSF
0.34
TotRmsAbvGrd
0.32
GarageArea
0.32
BsmtFinSF1
0.30
LotArea
0.29
MasVnrArea
0.28
YearBuilt
0.27
WoodDeckSF
0.25
YearRemodAdd
0.22
GarageYrBlt
0.21
SalePrice
0.19
FireplaceQu
MISSING:
1,420
(49%)
TOP CATEGORIES
Gd
744
50%
TA
592
39%
Fa
74
5%
Po
46
3%
Ex
43
3%
ALL
1,499
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolQC
0.16
Condition2
0.11
ExterQual
0.11
GarageCars
0.09
OverallQual
0.09
KitchenQual
0.09
GarageCond
0.08
GarageType
0.08
CentralAir
0.08
BsmtQual
0.08
SaleType
0.08
Neighborhood
0.08
Utilities
0.08

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.19
OverallQual
0.13
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
ExterQual
0.07
KitchenQual
0.07
GarageFinish
0.07
Exterior1st
0.06
Exterior2nd
0.05
MasVnrType
0.05
FullBath
0.05
Foundation
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
GrLivArea
0.50
1stFlrSF
0.41
TotalBsmtSF
0.36
TotRmsAbvGrd
0.36
GarageArea
0.35
MasVnrArea
0.31
YearBuilt
0.26
WoodDeckSF
0.26
BsmtFinSF1
0.26
2ndFlrSF
0.26
YearRemodAdd
0.24
SalePrice
0.22
GarageYrBlt
0.21
BsmtUnfSF
0.21
GarageType
MISSING:
157
(5%)
TOP CATEGORIES
Attchd
1,723
62%
Detchd
779
28%
BuiltIn
186
7%
Basment
36
1%
2Types
23
<1%
CarPort
15
<1%
ALL
2,762
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.53
GarageFinish
0.35
GarageCars
0.25
PavedDrive
0.24
CentralAir
0.23
Utilities
0.19
Heating
0.15
Alley
0.15
KitchenAbvGr
0.14
MSZoning
0.13
Foundation
0.13
ExterQual
0.13
BsmtQual
0.12

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.38
Neighborhood
0.28
GarageCars
0.25
GarageQual
0.21
GarageCond
0.21
OverallQual
0.14
BsmtQual
0.13
Foundation
0.12
HouseStyle
0.12
Exterior2nd
0.11
Exterior1st
0.11
ExterQual
0.10
MSZoning
0.09
FireplaceQu
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
0.99
YearBuilt
0.61
GarageArea
0.59
YearRemodAdd
0.40
1stFlrSF
0.40
TotalBsmtSF
0.39
2ndFlrSF
0.39
GrLivArea
0.38
TotRmsAbvGrd
0.30
BsmtFinSF1
0.30
WoodDeckSF
0.26
MasVnrArea
0.25
MSSubClass
0.20
EnclosedPorch
0.18
GarageYrBlt
MISSING:
159
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.83
YearRemodAdd
0.65
GarageArea
0.56
SalePrice
0.50
TotalBsmtSF
0.35
EnclosedPorch
-0.30
GrLivArea
0.27
1stFlrSF
0.26
MasVnrArea
0.26
OpenPorchSF
0.23
WoodDeckSF
0.22
BsmtFinSF1
0.19
BsmtUnfSF
0.17
TotRmsAbvGrd
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
1.00
GarageQual
1.00
GarageCond
1.00
GarageCars
1.00
GarageType
0.99
PavedDrive
0.36
Neighborhood
0.35
OverallQual
0.32
CentralAir
0.30
BldgType
0.26
ExterQual
0.26
KitchenQual
0.24
OverallCond
0.23
Exterior1st
0.22
MOST FREQUENT VALUES
2005.0
142
5.1%
2007.0
115
4.2%
2006.0
115
4.2%
2004.0
99
3.6%
2003.0
92
3.3%
1977.0
66
2.4%
2008.0
61
2.2%
1998.0
58
2.1%
2000.0
55
2.0%
1999.0
54
2.0%
2002.0
53
1.9%
1950.0
51
1.8%
1976.0
50
1.8%
1993.0
49
1.8%
1968.0
48
1.7%
SMALLEST VALUES
1895.0
1
<0.1%
1896.0
1
<0.1%
1900.0
6
0.2%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
10
0.4%
1914.0
2
<0.1%
1915.0
7
0.3%
1916.0
6
0.2%
1917.0
2
<0.1%
1918.0
3
0.1%
1919.0
1
<0.1%
1920.0
33
1.2%
1921.0
5
0.2%
1922.0
8
0.3%
LARGEST VALUES
2207.0
1
<0.1%
2010.0
5
0.2%
2009.0
29
1.1%
2008.0
61
2.2%
2007.0
115
4.2%
2006.0
115
4.2%
2005.0
142
5.1%
2004.0
99
3.6%
2003.0
92
3.3%
2002.0
53
1.9%
2001.0
41
1.5%
2000.0
55
2.0%
1999.0
54
2.0%
1998.0
58
2.1%
1997.0
44
1.6%
GarageFinish
MISSING:
159
(5%)
TOP CATEGORIES
Unf
1,230
45%
RFn
811
29%
Fin
719
26%
ALL
2,760
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.54
GarageType
0.38
GarageCars
0.28
CentralAir
0.23
ExterQual
0.19
PavedDrive
0.19
BsmtQual
0.17
Foundation
0.15
FullBath
0.14
KitchenQual
0.13
KitchenAbvGr
0.12
Heating
0.12
Utilities
0.12

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.16
BsmtQual
0.16
ExterQual
0.13
Foundation
0.13
KitchenQual
0.11
Exterior1st
0.10
Exterior2nd
0.10
FullBath
0.09
OverallCond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.62
YearRemodAdd
0.48
TotalBsmtSF
0.37
GrLivArea
0.36
1stFlrSF
0.34
MasVnrArea
0.28
BsmtFinSF1
0.26
WoodDeckSF
0.26
TotRmsAbvGrd
0.24
OpenPorchSF
0.23
EnclosedPorch
0.19
SalePrice
0.18
GarageCars
MISSING:
1
(<1%)
TOP CATEGORIES
2.0
1,594
55%
1.0
776
27%
3.0
374
13%
0.0
157
5%
4.0
16
<1%
5.0
1
<1%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.55
GarageQual
0.51
GarageFinish
0.26
GarageType
0.25
ExterQual
0.23
FullBath
0.23
BsmtQual
0.20
KitchenQual
0.17
OverallQual
0.16
CentralAir
0.16
Foundation
0.15
PavedDrive
0.14
KitchenAbvGr
0.11
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.28
OverallQual
0.25
GarageType
0.25
GarageQual
0.20
BsmtQual
0.20
GarageCond
0.19
ExterQual
0.17
FullBath
0.16
KitchenQual
0.15
Foundation
0.14
Exterior1st
0.11
Exterior2nd
0.11
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
YearBuilt
0.57
GrLivArea
0.53
TotalBsmtSF
0.49
1stFlrSF
0.48
YearRemodAdd
0.47
MasVnrArea
0.43
TotRmsAbvGrd
0.42
BsmtFinSF1
0.27
WoodDeckSF
0.25
BsmtUnfSF
0.24
SalePrice
0.24
OpenPorchSF
0.24
GarageArea
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.63
GarageYrBlt
0.56
1stFlrSF
0.49
TotalBsmtSF
0.49
GrLivArea
0.49
YearBuilt
0.48
YearRemodAdd
0.38
MasVnrArea
0.37
LotFrontage
0.36
TotRmsAbvGrd
0.33
BsmtFinSF1
0.31
WoodDeckSF
0.24
OpenPorchSF
0.23
LotArea
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.62
GarageType
0.59
Neighborhood
0.58
OverallQual
0.58
GarageQual
0.55
GarageCond
0.54
ExterQual
0.50
BsmtQual
0.50
KitchenQual
0.47
FullBath
0.42
Foundation
0.40
MasVnrType
0.38
FireplaceQu
0.35
MOST FREQUENT VALUES
0.0
157
5.4%
576.0
97
3.3%
440.0
96
3.3%
240.0
69
2.4%
484.0
68
2.3%
528.0
65
2.2%
400.0
58
2.0%
480.0
54
1.9%
264.0
51
1.7%
288.0
50
1.7%
308.0
48
1.6%
280.0
30
1.0%
336.0
29
1.0%
420.0
29
1.0%
462.0
23
0.8%
SMALLEST VALUES
0.0
157
5.4%
100.0
1
<0.1%
160.0
3
0.1%
162.0
2
<0.1%
164.0
2
<0.1%
180.0
16
0.5%
184.0
1
<0.1%
185.0
1
<0.1%
186.0
1
<0.1%
189.0
1
<0.1%
192.0
1
<0.1%
195.0
3
0.1%
198.0
1
<0.1%
200.0
11
0.4%
205.0
4
0.1%
LARGEST VALUES
1488.0
1
<0.1%
1418.0
1
<0.1%
1390.0
1
<0.1%
1356.0
1
<0.1%
1348.0
1
<0.1%
1314.0
1
<0.1%
1248.0
1
<0.1%
1231.0
1
<0.1%
1220.0
1
<0.1%
1200.0
1
<0.1%
1184.0
1
<0.1%
1174.0
1
<0.1%
1166.0
1
<0.1%
1154.0
1
<0.1%
1150.0
1
<0.1%
GarageQual
MISSING:
159
(5%)
TOP CATEGORIES
TA
2,604
94%
Fa
124
4%
Gd
24
<1%
Po
5
<1%
Ex
3
<1%
ALL
2,760
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.67
GarageType
0.21
GarageCars
0.20
GarageFinish
0.20
CentralAir
0.17
PavedDrive
0.16
Heating
0.10
PoolQC
0.08
KitchenAbvGr
0.07
Electrical
0.06
Condition2
0.05
MSZoning
0.05
Foundation
0.05
ExterQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.59
GarageFinish
0.54
GarageType
0.53
GarageCars
0.51
Neighborhood
0.25
OverallQual
0.14
PavedDrive
0.13
Foundation
0.11
Exterior1st
0.10
CentralAir
0.09
BsmtQual
0.09
ExterQual
0.09
Exterior2nd
0.09
MSZoning
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.40
YearRemodAdd
0.22
TotalBsmtSF
0.21
1stFlrSF
0.21
BsmtFinSF1
0.20
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.17
LowQualFinSF
0.16
WoodDeckSF
0.14
SalePrice
0.12
MSSubClass
0.12
GarageCond
MISSING:
159
(5%)
TOP CATEGORIES
TA
2,654
96%
Fa
74
3%
Gd
15
<1%
Po
14
<1%
Ex
3
<1%
ALL
2,760
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.59
GarageType
0.21
GarageCars
0.19
GarageFinish
0.19
PavedDrive
0.17
CentralAir
0.17
Heating
0.13
PoolQC
0.09
KitchenAbvGr
0.09
Electrical
0.05
RoofMatl
0.05
MSZoning
0.04
BsmtCond
0.04
ExterQual
0.04

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.67
GarageType
0.59
GarageFinish
0.59
GarageCars
0.55
Neighborhood
0.23
OverallQual
0.16
PavedDrive
0.16
CentralAir
0.11
BsmtQual
0.09
Exterior1st
0.09
OverallCond
0.09
FireplaceQu
0.08
ExterQual
0.08
KitchenQual
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.54
YearBuilt
0.35
YearRemodAdd
0.20
TotalBsmtSF
0.19
1stFlrSF
0.18
BsmtFinSF1
0.17
GrLivArea
0.16
WoodDeckSF
0.15
MasVnrArea
0.14
PoolArea
0.13
EnclosedPorch
0.12
MSSubClass
0.12
SalePrice
0.10
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
2,641
90%
N
216
7%
P
62
2%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.17
GarageCond
0.16
GarageQual
0.13
Street
0.12
GarageType
0.08
Heating
0.07
Alley
0.06
MSZoning
0.06
Electrical
0.06
Utilities
0.06
GarageFinish
0.06
BsmtQual
0.05
GarageCars
0.05
BsmtCond
0.05

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.31
GarageType
0.24
GarageFinish
0.19
GarageCond
0.17
GarageQual
0.16
BsmtQual
0.15
GarageCars
0.14
OverallQual
0.14
BsmtFinType1
0.13
Exterior1st
0.13
MSZoning
0.13
Foundation
0.12
CentralAir
0.12
Exterior2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.47
GarageYrBlt
0.36
GarageArea
0.30
TotalBsmtSF
0.24
YearRemodAdd
0.23
EnclosedPorch
0.22
BsmtFinSF1
0.22
1stFlrSF
0.19
MasVnrArea
0.17
GrLivArea
0.13
WoodDeckSF
0.12
SalePrice
0.11
BsmtFinSF2
0.07
OpenPorchSF
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.25
GarageArea
0.24
TotalBsmtSF
0.23
YearBuilt
0.23
1stFlrSF
0.23
BsmtFinSF1
0.22
GarageYrBlt
0.22
YearRemodAdd
0.22
MasVnrArea
0.17
LotArea
0.16
TotRmsAbvGrd
0.16
LotFrontage
0.12
EnclosedPorch
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.33
BsmtQual
0.27
BsmtExposure
0.27
OverallQual
0.26
FireplaceQu
0.26
GarageFinish
0.26
GarageType
0.26
Fireplaces
0.25
GarageCars
0.25
KitchenQual
0.23
BsmtFinType1
0.22
ExterQual
0.22
FullBath
0.21
BsmtFullBath
0.20
MOST FREQUENT VALUES
0
1,523
52.2%
100
74
2.5%
192
70
2.4%
144
61
2.1%
168
56
1.9%
120
53
1.8%
140
29
1.0%
240
20
0.7%
224
19
0.7%
160
17
0.6%
208
15
0.5%
143
14
0.5%
200
13
0.4%
216
13
0.4%
156
12
0.4%
SMALLEST VALUES
0
1,523
52.2%
4
1
<0.1%
12
2
<0.1%
14
1
<0.1%
16
1
<0.1%
20
1
<0.1%
22
1
<0.1%
23
1
<0.1%
24
5
0.2%
25
2
<0.1%
26
2
<0.1%
27
1
<0.1%
28
3
0.1%
30
2
<0.1%
32
4
0.1%
LARGEST VALUES
1424
1
<0.1%
870
1
<0.1%
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
690
1
<0.1%
684
1
<0.1%
670
1
<0.1%
668
1
<0.1%
657
1
<0.1%
646
1
<0.1%
641
1
<0.1%
635
1
<0.1%
631
1
<0.1%
586
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.34
SalePrice
0.32
TotalBsmtSF
0.25
YearRemodAdd
0.24
1stFlrSF
0.24
TotRmsAbvGrd
0.24
GarageArea
0.23
GarageYrBlt
0.23
YearBuilt
0.20
2ndFlrSF
0.19
LotFrontage
0.16
MasVnrArea
0.14
BsmtFinSF1
0.12
BsmtUnfSF
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.31
OverallQual
0.31
ExterQual
0.29
BsmtQual
0.27
FullBath
0.27
KitchenQual
0.27
Foundation
0.25
GarageCars
0.24
GarageFinish
0.23
HouseStyle
0.22
HeatingQC
0.22
MSZoning
0.21
Exterior2nd
0.21
HalfBath
0.20
MOST FREQUENT VALUES
0
1,298
44.5%
36
52
1.8%
48
51
1.7%
40
44
1.5%
32
38
1.3%
24
36
1.2%
28
35
1.2%
20
33
1.1%
30
31
1.1%
60
29
1.0%
50
29
1.0%
45
28
1.0%
39
25
0.9%
64
24
0.8%
35
23
0.8%
SMALLEST VALUES
0
1,298
44.5%
4
1
<0.1%
6
1
<0.1%
8
1
<0.1%
10
2
<0.1%
11
3
0.1%
12
5
0.2%
15
2
<0.1%
16
15
0.5%
17
2
<0.1%
18
7
0.2%
20
33
1.1%
21
13
0.4%
22
9
0.3%
23
5
0.2%
LARGEST VALUES
742
1
<0.1%
570
1
<0.1%
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
484
1
<0.1%
444
1
<0.1%
418
1
<0.1%
406
1
<0.1%
382
1
<0.1%
372
1
<0.1%
368
1
<0.1%
365
1
<0.1%
364
1
<0.1%
341
2
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.37
GarageYrBlt
-0.30
YearRemodAdd
-0.22
SalePrice
-0.12
WoodDeckSF
-0.12
MasVnrArea
-0.11
GarageArea
-0.11
BsmtFinSF1
-0.10
PoolArea
0.09
LowQualFinSF
0.09
TotalBsmtSF
-0.09
1stFlrSF
-0.07
ScreenPorch
-0.06
OpenPorchSF
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.36
Exterior1st
0.29
Exterior2nd
0.28
Foundation
0.28
BsmtQual
0.25
HouseStyle
0.22
PavedDrive
0.22
MSZoning
0.21
Alley
0.19
GarageFinish
0.19
OverallCond
0.19
GarageType
0.18
ExterQual
0.17
BsmtFinType1
0.17
MOST FREQUENT VALUES
0
2,460
84.3%
112
22
0.8%
96
13
0.4%
144
11
0.4%
192
10
0.3%
168
9
0.3%
120
9
0.3%
84
8
0.3%
116
8
0.3%
40
8
0.3%
160
7
0.2%
180
7
0.2%
150
7
0.2%
128
7
0.2%
100
6
0.2%
SMALLEST VALUES
0
2,460
84.3%
16
1
<0.1%
18
1
<0.1%
19
1
<0.1%
20
2
<0.1%
23
1
<0.1%
24
2
<0.1%
25
1
<0.1%
26
1
<0.1%
28
1
<0.1%
30
3
0.1%
32
4
0.1%
34
3
0.1%
35
3
0.1%
36
5
0.2%
LARGEST VALUES
1012
1
<0.1%
584
1
<0.1%
552
1
<0.1%
432
1
<0.1%
429
1
<0.1%
386
1
<0.1%
368
1
<0.1%
364
1
<0.1%
334
1
<0.1%
330
1
<0.1%
324
1
<0.1%
318
1
<0.1%
301
1
<0.1%
296
1
<0.1%
294
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.05
SalePrice
0.05
1stFlrSF
0.04
TotalBsmtSF
0.04
MSSubClass
-0.04
YearRemodAdd
0.04
EnclosedPorch
-0.03
2ndFlrSF
-0.03
ScreenPorch
-0.03
GarageArea
0.03
LotFrontage
0.03
MoSold
0.03
TotRmsAbvGrd
-0.03
BsmtFinSF2
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
0.13
Foundation
0.10
Neighborhood
0.10
RoofMatl
0.09
Condition1
0.09
FireplaceQu
0.08
OverallCond
0.07
Exterior2nd
0.06
Exterior1st
0.06
GarageFinish
0.06
LandContour
0.06
BedroomAbvGr
0.06
BsmtFinType1
0.05
ExterQual
0.05
MOST FREQUENT VALUES
0
2,882
98.7%
168
3
0.1%
153
3
0.1%
144
2
<0.1%
216
2
<0.1%
180
2
<0.1%
140
1
<0.1%
86
1
<0.1%
176
1
<0.1%
219
1
<0.1%
120
1
<0.1%
174
1
<0.1%
150
1
<0.1%
360
1
<0.1%
225
1
<0.1%
SMALLEST VALUES
0
2,882
98.7%
23
1
<0.1%
86
1
<0.1%
96
1
<0.1%
120
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
<0.1%
150
1
<0.1%
153
3
0.1%
162
1
<0.1%
168
3
0.1%
174
1
<0.1%
176
1
<0.1%
180
2
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
360
1
<0.1%
323
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
255
1
<0.1%
245
1
<0.1%
238
1
<0.1%
225
1
<0.1%
224
1
<0.1%
219
1
<0.1%
216
2
<0.1%
196
1
<0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.12
1stFlrSF
0.10
BsmtFinSF1
0.10
GrLivArea
0.09
LotFrontage
0.08
TotalBsmtSF
0.08
MasVnrArea
0.07
EnclosedPorch
-0.06
BsmtFinSF2
0.06
GarageArea
0.06
GarageYrBlt
-0.06
LotArea
0.05
WoodDeckSF
-0.05
MSSubClass
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.18
Fireplaces
0.18
Exterior2nd
0.15
MiscFeature
0.14
FireplaceQu
0.14
Exterior1st
0.13
RoofStyle
0.11
GarageQual
0.11
BsmtFinType1
0.10
GarageType
0.10
PoolQC
0.10
OverallQual
0.09
Condition1
0.09
BldgType
0.08
MOST FREQUENT VALUES
0
2,663
91.2%
144
13
0.4%
192
11
0.4%
168
10
0.3%
120
9
0.3%
216
8
0.3%
200
7
0.2%
180
7
0.2%
160
6
0.2%
224
6
0.2%
100
5
0.2%
189
4
0.1%
156
4
0.1%
153
4
0.1%
288
4
0.1%
SMALLEST VALUES
0
2,663
91.2%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
64
1
<0.1%
80
1
<0.1%
84
1
<0.1%
88
1
<0.1%
90
3
0.1%
92
2
<0.1%
94
1
<0.1%
95
2
<0.1%
99
1
<0.1%
100
5
0.2%
LARGEST VALUES
576
1
<0.1%
490
1
<0.1%
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
348
1
<0.1%
342
1
<0.1%
322
2
<0.1%
312
1
<0.1%
291
1
<0.1%
288
4
0.1%
287
1
<0.1%
PoolArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.17
GrLivArea
0.14
1stFlrSF
0.12
SalePrice
0.10
WoodDeckSF
0.09
LotArea
0.09
EnclosedPorch
0.09
BsmtFinSF1
0.08
TotalBsmtSF
0.07
TotRmsAbvGrd
0.07
OpenPorchSF
0.06
GarageArea
0.05
BsmtFinSF2
0.04
2ndFlrSF
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolQC
0.88
Fireplaces
0.42
MiscFeature
0.27
RoofMatl
0.26
BsmtHalfBath
0.21
Fence
0.19
GarageCond
0.13
OverallQual
0.12
Neighborhood
0.12
Exterior2nd
0.11
Exterior1st
0.11
FireplaceQu
0.10
BsmtFinType2
0.10
GarageQual
0.10
MOST FREQUENT VALUES
0
2,906
99.6%
512
1
<0.1%
648
1
<0.1%
576
1
<0.1%
555
1
<0.1%
480
1
<0.1%
519
1
<0.1%
738
1
<0.1%
144
1
<0.1%
368
1
<0.1%
444
1
<0.1%
228
1
<0.1%
561
1
<0.1%
800
1
<0.1%
SMALLEST VALUES
0
2,906
99.6%
144
1
<0.1%
228
1
<0.1%
368
1
<0.1%
444
1
<0.1%
480
1
<0.1%
512
1
<0.1%
519
1
<0.1%
555
1
<0.1%
561
1
<0.1%
576
1
<0.1%
648
1
<0.1%
738
1
<0.1%
800
1
<0.1%
LARGEST VALUES
800
1
<0.1%
738
1
<0.1%
648
1
<0.1%
576
1
<0.1%
561
1
<0.1%
555
1
<0.1%
519
1
<0.1%
512
1
<0.1%
480
1
<0.1%
444
1
<0.1%
368
1
<0.1%
228
1
<0.1%
144
1
<0.1%
0
2,906
99.6%
PoolQC
MISSING:
2,909
(>99%)
TOP CATEGORIES
Ex
4
40%
Gd
4
40%
Fa
2
20%
ALL
10
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolQC
PROVIDES INFORMATION ON...
RoofMatl
0.03
MiscFeature
0.02
BsmtHalfBath
0.01
Fireplaces
0.01
Fence
0.01
GarageCond
0.01
LandContour
0.01
BsmtFinType2
0.01
GarageQual
0.00
SaleCondition
0.00
FireplaceQu
0.00
Exterior1st
0.00
OverallQual
0.00
BsmtFullBath
0.00

THESE FEATURES
GIVE INFORMATION
ON PoolQC:
Neighborhood
0.28
Exterior1st
0.24
Fireplaces
0.24
Exterior2nd
0.23
OverallQual
0.22
Fence
0.17
FireplaceQu
0.16
BsmtFinType2
0.14
HouseStyle
0.13
RoofMatl
0.13
BedroomAbvGr
0.12
YrSold
0.11
MiscFeature
0.10
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolQC
CORRELATION RATIO WITH...
PoolArea
0.88
GrLivArea
0.16
1stFlrSF
0.15
BsmtFinSF1
0.13
TotalBsmtSF
0.13
LotFrontage
0.11
ScreenPorch
0.10
WoodDeckSF
0.09
EnclosedPorch
0.09
LotArea
0.09
LowQualFinSF
0.07
SalePrice
0.07
TotRmsAbvGrd
0.07
GarageArea
0.06
Fence
MISSING:
2,348
(80%)
TOP CATEGORIES
MnPrv
329
58%
GdPrv
118
21%
GdWo
112
20%
MnWw
12
2%
ALL
571
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolQC
0.17
ExterQual
0.06
Condition2
0.05
FullBath
0.05
Foundation
0.04
SaleType
0.04
BsmtQual
0.04
MiscFeature
0.03
GarageCars
0.03
BldgType
0.03
Neighborhood
0.03
KitchenAbvGr
0.03
OverallQual
0.03
SaleCondition
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.12
OverallQual
0.07
ExterQual
0.07
BsmtQual
0.06
Foundation
0.06
Exterior1st
0.06
Exterior2nd
0.05
FullBath
0.05
BsmtFinType1
0.05
GarageCars
0.05
OverallCond
0.05
KitchenQual
0.04
SaleType
0.03
BldgType
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.24
YearRemodAdd
0.22
PoolArea
0.19
GrLivArea
0.18
GarageArea
0.16
BsmtUnfSF
0.16
TotRmsAbvGrd
0.13
TotalBsmtSF
0.12
2ndFlrSF
0.12
MSSubClass
0.12
MasVnrArea
0.11
1stFlrSF
0.11
BsmtFinSF2
0.10
OpenPorchSF
0.09
MiscFeature
MISSING:
2,814
(96%)
TOP CATEGORIES
Shed
95
90%
Gar2
5
5%
Othr
4
4%
TenC
1
<1%
ALL
105
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
PoolQC
0.10
Utilities
0.08
Street
0.05
Condition2
0.04
Functional
0.02
RoofMatl
0.01
BldgType
0.01
Fence
0.01
SaleType
0.01
ExterCond
0.01
SaleCondition
0.01
BsmtHalfBath
0.01
ExterQual
0.01
Foundation
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.10
Exterior1st
0.07
Exterior2nd
0.07
OverallQual
0.05
BsmtFinType1
0.04
Foundation
0.04
OverallCond
0.04
Functional
0.03
KitchenQual
0.03
ExterQual
0.03
Fence
0.03
BsmtQual
0.03
BldgType
0.03
GarageCars
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.71
PoolArea
0.27
ScreenPorch
0.14
LotArea
0.09
YearBuilt
0.07
TotRmsAbvGrd
0.07
BsmtUnfSF
0.07
TotalBsmtSF
0.07
GrLivArea
0.06
YearRemodAdd
0.06
GarageArea
0.05
MSSubClass
0.05
2ndFlrSF
0.05
WoodDeckSF
0.05
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.09
1stFlrSF
0.09
TotalBsmtSF
0.08
OpenPorchSF
0.08
LotArea
0.07
GrLivArea
0.07
TotRmsAbvGrd
0.06
WoodDeckSF
0.06
MasVnrArea
0.04
LotFrontage
0.04
MSSubClass
-0.03
SalePrice
-0.02
PoolArea
0.01
YearBuilt
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.71
Condition2
0.27
RoofStyle
0.13
OverallQual
0.10
Neighborhood
0.07
Exterior2nd
0.06
Exterior1st
0.06
ExterQual
0.06
LotShape
0.05
HalfBath
0.05
BsmtFinType1
0.05
LandContour
0.05
OverallCond
0.05
Fireplaces
0.05
MOST FREQUENT VALUES
0
2,816
96.5%
400
18
0.6%
500
13
0.4%
450
9
0.3%
600
8
0.3%
700
7
0.2%
2000
7
0.2%
1200
3
0.1%
650
3
0.1%
1500
3
0.1%
3000
2
<0.1%
4500
2
<0.1%
2500
2
<0.1%
480
2
<0.1%
54
1
<0.1%
SMALLEST VALUES
0
2,816
96.5%
54
1
<0.1%
80
1
<0.1%
300
1
<0.1%
350
1
<0.1%
400
18
0.6%
420
1
<0.1%
450
9
0.3%
455
1
<0.1%
460
1
<0.1%
480
2
<0.1%
490
1
<0.1%
500
13
0.4%
560
1
<0.1%
600
8
0.3%
LARGEST VALUES
17000
1
<0.1%
15500
1
<0.1%
12500
1
<0.1%
8300
1
<0.1%
6500
1
<0.1%
4500
2
<0.1%
3500
1
<0.1%
3000
2
<0.1%
2500
2
<0.1%
2000
7
0.2%
1512
1
<0.1%
1500
3
0.1%
1400
1
<0.1%
1300
1
<0.1%
1200
3
0.1%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.06
TotRmsAbvGrd
0.05
GrLivArea
0.04
PoolArea
-0.04
GarageArea
0.04
1stFlrSF
0.04
OpenPorchSF
0.03
ScreenPorch
0.03
3SsnPorch
0.03
GarageYrBlt
0.02
BsmtUnfSF
0.02
EnclosedPorch
-0.02
WoodDeckSF
0.02
TotalBsmtSF
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.26
SaleType
0.11
Neighborhood
0.10
SaleCondition
0.10
OverallQual
0.08
BedroomAbvGr
0.07
MSZoning
0.07
Exterior1st
0.07
Exterior2nd
0.07
BldgType
0.07
GarageCars
0.06
Functional
0.06
Condition1
0.06
KitchenQual
0.06
MOST FREQUENT VALUES
6
503
17.2%
7
446
15.3%
5
394
13.5%
4
279
9.6%
8
233
8.0%
3
232
7.9%
10
173
5.9%
9
158
5.4%
11
142
4.9%
2
133
4.6%
1
122
4.2%
12
104
3.6%
SMALLEST VALUES
1
122
4.2%
2
133
4.6%
3
232
7.9%
4
279
9.6%
5
394
13.5%
6
503
17.2%
7
446
15.3%
8
233
8.0%
9
158
5.4%
10
173
5.9%
11
142
4.9%
12
104
3.6%
LARGEST VALUES
12
104
3.6%
11
142
4.9%
10
173
5.9%
9
158
5.4%
8
233
8.0%
7
446
15.3%
6
503
17.2%
5
394
13.5%
4
279
9.6%
3
232
7.9%
2
133
4.6%
1
122
4.2%
YrSold
MISSING:
---
TOP CATEGORIES
2007
692
24%
2009
647
22%
2008
622
21%
2006
619
21%
2010
339
12%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
Utilities
0.12
PoolQC
0.11
Condition2
0.07
SaleType
0.05
RoofMatl
0.04
Heating
0.03
SaleCondition
0.03
Street
0.03
MiscFeature
0.02
Functional
0.02
KitchenAbvGr
0.01
Electrical
0.01
Condition1
0.01
GarageQual
0.01

THESE FEATURES
GIVE INFORMATION
ON YrSold:
SaleType
0.02
SaleCondition
0.01
Neighborhood
0.01
Exterior2nd
0.01
OverallCond
0.01
Exterior1st
0.01
OverallQual
0.00
Condition1
0.00
BedroomAbvGr
0.00
Functional
0.00
HouseStyle
0.00
Foundation
0.00
Condition2
0.00
MSZoning
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.26
YearRemodAdd
0.08
MSSubClass
0.07
BsmtUnfSF
0.06
PoolArea
0.05
GarageArea
0.05
1stFlrSF
0.05
OpenPorchSF
0.05
YearBuilt
0.05
GarageYrBlt
0.05
MiscVal
0.04
3SsnPorch
0.04
TotalBsmtSF
0.04
LowQualFinSF
0.04
SaleType
MISSING:
1
(<1%)
TOP CATEGORIES
WD
2,525
87%
New
239
8%
COD
87
3%
ConLD
26
<1%
CWD
12
<1%
ConLI
9
<1%
ConLw
8
<1%
Oth
7
<1%
Con
5
<1%
ALL
2,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.46
Utilities
0.27
ExterQual
0.10
KitchenQual
0.08
BsmtQual
0.07
Foundation
0.07
Street
0.07
GarageCars
0.05
FullBath
0.05
HeatingQC
0.05
OverallQual
0.05
Neighborhood
0.04
CentralAir
0.04
Condition2
0.04

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.55
Neighborhood
0.22
ExterQual
0.15
BsmtQual
0.15
OverallQual
0.15
Exterior2nd
0.14
Exterior1st
0.14
Foundation
0.14
KitchenQual
0.14
GarageCars
0.11
HeatingQC
0.10
BsmtFinType1
0.10
OverallCond
0.10
GarageFinish
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.36
GarageArea
0.29
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.22
GrLivArea
0.19
LotFrontage
0.17
OpenPorchSF
0.17
TotRmsAbvGrd
0.16
MasVnrArea
0.16
SalePrice
0.15
BsmtFinSF2
0.14
GarageYrBlt
0.12
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
2,402
82%
Partial
245
8%
Abnorml
190
7%
Family
46
2%
Alloca
24
<1%
AdjLand
12
<1%
ALL
2,919
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.55
Street
0.12
Utilities
0.12
ExterQual
0.10
PoolQC
0.09
KitchenAbvGr
0.09
KitchenQual
0.07
BsmtQual
0.07
Foundation
0.07
Condition2
0.06
CentralAir
0.06
GarageCars
0.06
RoofMatl
0.06
HeatingQC
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.46
Neighborhood
0.18
Exterior1st
0.12
Exterior2nd
0.12
BsmtQual
0.12
ExterQual
0.12
OverallQual
0.11
KitchenQual
0.11
Foundation
0.10
GarageCars
0.09
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
YearBuilt
0.36
YearRemodAdd
0.36
GarageArea
0.29
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.22
GarageYrBlt
0.19
GrLivArea
0.18
LotFrontage
0.17
OpenPorchSF
0.16
TotRmsAbvGrd
0.15
MasVnrArea
0.15
SalePrice
0.14
EnclosedPorch
0.12
SalePrice
MISSING:
1,605
(55%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.70
GarageArea
0.63
TotalBsmtSF
0.60
1stFlrSF
0.60
TotRmsAbvGrd
0.54
YearBuilt
0.52
YearRemodAdd
0.52
GarageYrBlt
0.50
MasVnrArea
0.45
BsmtFinSF1
0.38
LotFrontage
0.35
WoodDeckSF
0.32
OpenPorchSF
0.32
2ndFlrSF
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.28
Neighborhood
0.27
GarageCars
0.24
KitchenQual
0.24
ExterQual
0.23
BsmtQual
0.23
FireplaceQu
0.22
FullBath
0.20
Fireplaces
0.19
GarageFinish
0.18
GarageType
0.17
Foundation
0.17
MasVnrType
0.16
BsmtFinType1
0.16
MOST FREQUENT VALUES
140000.0
18
1.4%
135000.0
17
1.3%
160000.0
12
0.9%
190000.0
12
0.9%
155000.0
12
0.9%
110000.0
12
0.9%
130000.0
11
0.8%
115000.0
11
0.8%
145000.0
11
0.8%
125000.0
10
0.8%
185000.0
10
0.8%
144000.0
10
0.8%
143000.0
10
0.8%
100000.0
9
0.7%
175000.0
9
0.7%
SMALLEST VALUES
34900.0
1
<0.1%
35311.0
1
<0.1%
37900.0
1
<0.1%
39300.0
1
<0.1%
40000.0
1
<0.1%
52000.0
1
<0.1%
52500.0
1
<0.1%
55000.0
2
0.2%
55993.0
1
<0.1%
58500.0
1
<0.1%
60000.0
3
0.2%
61000.0
1
<0.1%
62383.0
1
<0.1%
64500.0
1
<0.1%
66500.0
1
<0.1%
LARGEST VALUES
745000.0
1
<0.1%
625000.0
1
<0.1%
611657.0
1
<0.1%
582933.0
1
<0.1%
556581.0
1
<0.1%
555000.0
1
<0.1%
538000.0
1
<0.1%
501837.0
1
<0.1%
475000.0
1
<0.1%
465000.0
1
<0.1%
451950.0
1
<0.1%
446261.0
1
<0.1%
440000.0
1
<0.1%
438780.0
1
<0.1%
437154.0
1
<0.1%